Murnau's Faust

User Information Needs vs. User Effects

Mapping what users want — and what gets in the way

We learned from user research that news reports often overlook the information people actually want to know. The list that follows was developed during the modular journalism project, based on research conducted by Il Sole 24 Ore, Deutsche Welle, the Maharat Foundation, and Clwstwr (Shirish Kulkarni).

It’s a working list—not definitive or particularly original—but its application in modular frameworks and agentic AI pipelines might be.

It is also immediately evident how many of these information needs align with frameworks of transparent and inclusive journalism. The Trust Project, for example, highlights several of these in its Trust Indicators, especially Journalist Expertise and Methods.

Information needs’ is also a term used by Outlier Media and its focus on addressing information gaps in the community. Although we are using the term in a different context with a focus on the components of the news discourse, the goal of public interest journalism is similar, as is that of solutions journalism.

The list of user effects might also be described as bad habits in reporting—or, in some cases, as markers of unethical behavior. We chose to define them within the logic of modularity, to flag portions of text that offer users no functional value, even when they appear deliberately crafted to mislead or manipulate. Our focus isn’t a philosophical beef over journalistic ethics — we’re here to identify and remove effects that undermine user value.

This is, of course, just a partial list—and one that will grow and gain specificity over time.

User Information Needs

User research has shown that news reports sometimes overlook the very information people want addressed. Building on the original taxonomy from the Modular Journalism 1.0 project, we’ve added a second batch of categories to improve both categorization and entity recognition.

Our user information needs are organized into that taxonomy, and I’m currently grading each need on a relevance scale. This evaluation will be based on AI agents’ performance in recognizing patterns across diverse news artifacts and will be incorporated into their training process.

#QuestionTaxonomyAntidotesUser Needs Model
1
What rights or options do I have in this situation?
Law, Rights & Policy
2
Are conflicts of interest?
Transparency & Provenance
Source Opacity & Unverifiability
Connect me
3
Who is responsible for this?
Accountability & Responsibility
Framing, Spin & Loaded Language
Update me
4
How confident are the sources — and how do you know?
Transparency & Provenance
Source Opacity & Unverifiability
5
Where did it happen?
News Status & Basics
Update me
6
How will we know if this is improving or worsening?
Uncertainty & Unknowns
Science/Fact Abuse & Context Stripping
7
How much uncertainty is in the forecast?
Uncertainty & Unknowns
Science/Fact Abuse & Context Stripping
8
What do we know for sure in this moment?
Uncertainty & Unknowns
Science/Fact Abuse & Context Stripping
Update me
9
Which communities who have a stake in this were not consulted?
Bias & Perspectives
In-group Alignment & Identity Signaling
10
What is the expected magnitude vs. statistical significance?
Evidence & Methods
Science/Fact Abuse & Context Stripping
11
What is the methodology behind this report?
Evidence & Methods
Science/Fact Abuse & Context Stripping
Educate me
12
How does this compare to the baseline or past averages?
Context & Comparison
Selective Evidence & Context Control
Educate me
13
Who is it about?
News Status & Basics
Update me
14
Where can I download the raw data/code?
Openness & Reproducibility
Science/Fact Abuse & Context Stripping
Educate me
15
Is there an economic or financial impact?
Economics
Give me perspective
16
What evidence would falsify the main claim?
Evidence & Methods
Science/Fact Abuse & Context Stripping
Educate me
17
Are multiple outlets/influencers publishing identical language or scripts?
Message Discipline & Coordination
Social Amplification & Message Discipline
Educate me
18
Who else has independently investigated this, and what did they find?
Verification & Media Forensics
Science/Fact Abuse & Context StrippingVerification & Media Forensics
Educate me
19
When is the next official update/decision expected?
News Status & Basics
20
What are the credible alternative explanations?
Evidence & Methods
Science/Fact Abuse & Context Stripping
Educate me
21
What assumptions does this analysis rely on? (model/data assumptions)
Evidence & Methods
Science/Fact Abuse & Context Stripping
Educate me
22
What is the big picture?
Context & Comparison
Selective Evidence & Context Control
Give me perspective
23
How long did the journalist work on this report?
Reporting Process & Constraints
Connect me
24
What is the timeline? (Milestones)
Context & Comparison
Selective Evidence & Context Control
Give me perspective
25
Why should I trust you on this?
Transparency & Provenance
Source Opacity & Unverifiability
Connect me
26
What might make you sit up and think?
Inspire meKeep me engaged
27
Where can I access the full documents/datasets? (links/FOIA/github)
Openness & Reproducibility
Source Opacity & Unverifiability
28
Are there images / videos / audios about this?
Verification & Media Forensics
Verification & Media Forensics
Give me perspective
29
How many points of view are there on this topic?
Bias & Perspectives
In-group Alignment & Identity Signaling
Educate me
30
Am I going to hear about this again?
News Status & Basics
31
What changed since the last update? (delta from prior state)
News Status & Basics
Update me
32
What do key people say?
News Status & Basics
Selective Evidence & Context Control
Update me
33
Am I the only one that feels strongly about this?
Human Interest & Relief
34
Where can I find support/services related to this issue? (hotlines, clinics, legal aid)
Actionability & How-to
Help me
35
Is there a catch?
Context & Comparison
Framing, Spin & Loaded Language
36
What is the long-term impact?
Context & Comparison
Selective Evidence & Context Control
Give me perspective
37
Why cover this now—what is genuinely new?
Message Discipline & Coordination
Social Amplification & Message Discipline
Educate me
38
What are the key facts?
News Status & Basics
Framing, Spin & Loaded Language
Update me
39
What is the impact on my community?
Impact & Equity
Selective Evidence & Context Control
Give me perspective
40
Who funded this research/reporting?
Transparency & Provenance
Source Opacity & Unverifiability
Connect me
41
How sensitive are conclusions to key assumptions?
Evidence & Methods
Science/Fact Abuse & Context Stripping
Educate me
42
What unanswered questions remain?
Uncertainty & Unknowns
Science/Fact Abuse & Context Stripping
Educate me
43
What are the limits of the available data?
Evidence & Methods
Science/Fact Abuse & Context Stripping
Educate me
44
What is the source material?
Transparency & Provenance
Source Opacity & Unverifiability
Educate me
45
Is there expert consensus — and what do dissenters argue?
Evidence & Methods
Science/Fact Abuse & Context Stripping
Educate me
46
Why did it happen?
Accountability & Responsibility
Educate me
47
How large is the sample or data set?
Evidence & Methods
Science/Fact Abuse & Context Stripping
Educate me
48
Should I feel more or less safe because of this?
Impact & Equity
Emotional Activation & Agitation
Help me
49
What legal obligations or rights apply here?
Law, Rights & Policy
Help me
50
What are the unintended consequences to watch for?
Context & Comparison
Selective Evidence & Context Control
Give me perspective
51
Which claims were excluded from publication — and why?
Transparency & Provenance
Deception & Distortion
Educate me
52
If you had to tell me just one thing about this, just one and no more than one, what would it be?
Plain Language & Accessibility
Framing, Spin & Loaded Language
53
What is the data?
Evidence & Methods
Science/Fact Abuse & Context Stripping
Educate me
54
Are there any lessons from the past?
Context & Comparison
Selective Evidence & Context Control
Educate me
55
What has got us here?
Context & Comparison
Selective Evidence & Context Control
Educate me
56
What events led to this?
Context & Comparison
Selective Evidence & Context Control
Educate me
57
What happens if...?
Uncertainty & Unknowns
Science/Fact Abuse & Context Stripping
Help me
58
Did you correct any details about this report?
Transparency & Provenance
Source Opacity & Unverifiability
Educate me
59
Are there bias?
Bias & Perspectives
Educate me
60
Is there a fun side to this?
Human Interest & Relief
Divert me
61
What do others do in similar circumstances?
Actionability & How-to
Educate me
62
What constraints affected your reporting (access, legal, safety)?
Reporting Process & Constraints
Source Opacity & Unverifiability
Connect me
63
Is any of this AI-generated or AI-edited — and is it disclosed? Is the methodology?
Transparency & Provenance
Deception & Distortion
Educate me
64
Who is most affected?
Impact & Equity
In-group Alignment & Identity Signaling
Give me perspective
65
Who edited and fact-checked this story?
Reporting Process & Constraints
Source Opacity & Unverifiability
Connect me
66
Why is this important?
Context & Comparison
Framing, Spin & Loaded Language
Give me perspective
67
Should we read something between the lines?
Context & Comparison
Framing, Spin & Loaded Language
Give me perspective
68
How representative is the evidence/sample?
Evidence & Methods
Selective Evidence & Context Control
Educate me
69
How was this media verified (provenance/chain-of-custody)?
Verification & Media Forensics
Deception & Distortion
Educate me
70
How can I contribute / help?
Actionability & How-to
Help me
71
Can I reproduce the analysis? (methods/code/data access)
Openness & Reproducibility
Science/Fact Abuse & Context Stripping
Educate me
72
What is the context?
Context & Comparison
Selective Evidence & Context Control
Educate me
73
Is there a step by step guide?
Actionability & How-to
Help me
74
Is this ongoing?
News Status & Basics
Update me
75
Who is involved?
News Status & Basics
Opponent Suppression & Delegitimization
Update me
76
How do experts outside the story’s region view it?
Bias & Perspectives
In-group Alignment & Identity Signaling
Educate me
77
What might happen next?
Uncertainty & Unknowns
Keep me engaged
78
What rights to appeal exist for affected people?
Law, Rights & Policy
Help me
79
Are there pros and cons to this?
Context & Comparison
Partisan Promotion & Apologetics
Keep me engagedEducate me
80
What are the ethical or privacy risks of publishing this?
Ethics & Privacy
Educate me
81
Who pays?
Economics
Partisan Promotion & Apologetics
Give me perspective
82
Is the journalist part of the affected community?
Transparency & Provenance
Source Opacity & Unverifiability
Connect me
83
Is there a solution?
Actionability & How-to
Help me
84
Is this breaking news?
News Status & Basics
Update me
85
What don't we know?
Uncertainty & Unknowns
Science/Fact Abuse & Context Stripping
Educate me
86
What you might have heard about this that is not verified or true?
Verification & Media Forensics
Science/Fact Abuse & Context StrippingVerification & Media Forensics
Educate me
87
How can I find out more?
Actionability & How-to
Help me
88
Who coordinated or funded the messaging/hashtag campaign?
Message Discipline & Coordination
Social Amplification & Message Discipline
Educate me
89
What can I learn from this?
Context & Comparison
Educate me
90
What are the misconceptions?
Verification & Media Forensics
Science/Fact Abuse & Context StrippingVerification & Media Forensics
Educate me
91
Can you tell me what is going on in very few words?
Plain Language & Accessibility
Framing, Spin & Loaded Language
Update me
92
How certain are these estimates?
Uncertainty & Unknowns
Science/Fact Abuse & Context Stripping
Educate me
93
Is what they say actually true?
Verification & Media Forensics
Science/Fact Abuse & Context StrippingVerification & Media Forensics
Educate me
94
Is this based on a press release or pre-packaged talking points?
Message Discipline & Coordination
Social Amplification & Message Discipline
Educate me
95
What was the peer-review status (if any)?
Evidence & Methods
Science/Fact Abuse & Context Stripping
Educate me
96
What we think about this?
Voice & POV Declaration
Connect me
97
Is there any missing data?
Evidence & Methods
Science/Fact Abuse & Context Stripping
Educate me
98
Are any people particularly or disproportionately affected?
Impact & Equity
In-group Alignment & Identity Signaling
Give me perspective
99
When did it happen?
News Status & Basics
Update me
100
What are the key terms, in plain language? (Glossary)
Plain Language & Accessibility
In-group Alignment & Identity Signaling
Educate me
101
What would change this conclusion?
Evidence & Methods
Science/Fact Abuse & Context Stripping
Educate me
102
How can we fix it?
Actionability & How-to
Help me
103
What happened?
News Status & Basics
Update me
104
What is the problem?
News Status & Basics
Update me
105
Who profits?
Economics
Partisan Promotion & Apologetics
Give me perspective
106
What is the absolute risk/change (not just %)?
Evidence & Methods
Selective Evidence & Context Control
Educate me
107
Has this claim been independently replicated?
Evidence & Methods
Science/Fact Abuse & Context StrippingVerification & Media Forensics
Educate me
108
Does the journalist have the expertise to cover this?
Transparency & Provenance
Source Opacity & Unverifiability
Connect me
109
What uncertainty language are you using—and what does it mean? (define “likely,” “possible,” etc.)
Uncertainty & Unknowns
Science/Fact Abuse & Context Stripping
Educate me
110
How can someone affect what happens next?
Actionability & How-to
Help me
111
What’s the original source of the claim/asset—and has it been independently verified?
Verification & Media Forensics
Social Amplification & Message Discipline
Educate me
112
Are there relevant related events?
Context & Comparison
Selective Evidence & Context Control
Give me perspective
113
What is the legal or regulatory constraint here? (what can/can’t be done)
Law, Rights & Policy
Help me
114
Are readers being asked to share, donate, or “stay on message”? Is that disclosure clear and justified?
Message Discipline & Coordination
Social Amplification & Message Discipline
Educate me
115
What do the people involved say?
News Status & Basics
Opponent Suppression & Delegitimization
Update me
116
How many times has this already happened?
Context & Comparison
Selective Evidence & Context Control
Give me perspective

User Effects

User Effects highlight portions of text that offer users no functional value and are an essential component of the generation pipeline. Effects are grouped by rhetorical category, and each category is characterized by specific cues.

Each user effect is paired with a counterpoint—an editorial antidote rooted in the user’s informational need. These antidotes help guide rewrites that restore the story’s utility and transparency, particularly in modular content workflows.

The taxonomy should be considered fluid, but it’s immediately clear how this structure—its clarity and weighting—is important for prompt design.

Agents connect to both the needs and effects endpoints via the Modular API.

#IntentionsFlagsRhetorical PatternsUser Needs Model
1

I will talk to you, giving the impression that I am in the know, a fly on the wall in the rooms that matter, but I will not reveal who my sources are and will not apologize for not revealing them. Nothing of what I say can be held accountable.

This relies on unnamed sources and may give the impression of insider access without attribution.

Source Opacity & Unverifiability
2

I will generalize from a few anecdotes to imply a broader trend

This appears to generalize from limited examples — more data might offer better context.

Selective Evidence & Context Control
Give me perspective
3

I acknowledge that our community is divided into opposing factions. I know which faction you belong to and want to make it clear that I am on the same side

Language aligns with a side—neutral distance could help

In-group Alignment & Identity Signaling
Connect me
4

I will compare non-equivalent groups or periods as if they were the same

Comparisons may involve non‑equivalent groups — adjustments or like‑for‑like context may be needed.

Selective Evidence & Context Control
Educate me
5

I will seek selective evidence and emphasize information that confirms the initial angle

This highlights particular evidence — other relevant perspectives may be underrepresented.

Selective Evidence & Context Control
Give me perspective
6

I will encourage you to share this narrative with others, especially on social media, to make our voices heard

Calls to share appear tied to a narrative—consider neutral framing

Social Amplification & Message Discipline
Keep me engaged
7

I will knowingly omit, distort, or misrepresent details in my reporting to support a narrative

Narrative may drive emphasis—verify completeness of key details

Deception & Distortion
8

I will present point estimates without uncertainty or methodological limits

Point estimates are presented with emphasis — uncertainty or context may be needed.

Science/Fact Abuse & Context Stripping
Educate me
9

I will present opinion/analysis without clearly labeling it as such

This blends reporting with analysis — clearer labeling or separation may help.

Framing, Spin & Loaded Language
Give me perspective
10

I will report on identifying/graphic details lacking a compelling public-interest rationale

Sensitive details are included—public-interest rationale may need stating

Emotional Activation & Agitation
Keep me engaged
11

I will report relative changes without base rates or denominators

Changes are described without base rates — denominators or absolute numbers may be needed.

Selective Evidence & Context Control
Educate me
12

I will lean on stereotypes or labels that stigmatize groups or communities

Group labels risk stereotyping—specifics may avoid overgeneralization.

Framing, Spin & Loaded LanguageOpponent Suppression & DelegitimizationStereotyping & Vilification
Give me perspective
13

I will insist on using words and expressions that are loaded and evocative of a specific narrative.

The language used is emotionally charged and may suggest a particular narrative frame.

Framing, Spin & Loaded Language
Give me perspective
14

I will echo narratives that our faction shares on social media to reinforce my sense of belonging and gain your trust.

This echoes prevailing narratives — independent verification or sourcing may be helpful.

In-group Alignment & Identity SignalingSocial Amplification & Message Discipline
Connect me
15

I will cast opposing arguments as common beliefs, undermining their legitimacy and implying they are unoriginal, uncritical, or even mindless

Opposing views are characterized broadly — specific evidence and sources may add balance.

Opponent Suppression & Delegitimization
16

I will reuse others’ work with minimal changes and inadequate attribution

Wording resembles source material—clearer attribution may be needed

Deception & Distortion
Update me
17

I will present the events in a way that highlights our faction's successes

Coverage highlights one side’s wins—consider broader context

Partisan Promotion & Apologetics
Inspire me
18

I will crop, stage, or composite images/video without disclosure to heighten drama

Edits may shape perception—disclosure of edits can add clarity

Deception & DistortionEmotional Activation & Agitation
Keep me engaged
19

We are connected and share a common burden and purpose, as we are both part of the same faction

Voice appeals to shared identity — may blur distance between reporter and audience.

In-group Alignment & Identity Signaling
Connect me
20

I will clip or splice recordings so that the meaning is altered or reversed

Edits may shape perception—disclosure of edits can add clarity

Deception & Distortion
Keep me engaged
21

In conversations with our political adversaries, I will not ask follow-up questions or reinforce any arguments that have merit, but will instead change the topic to shield allies

Topic shifts may avoid substantive points—stay with the question

Opponent Suppression & DelegitimizationPartisan Promotion & Apologetics
22

I will use jargon familiar to you, leaving no doubt I’m part of the same faction

Language assumes in‑group familiarity — plain explanations may aid broader readers.

In-group Alignment & Identity Signaling
Connect me
23

This piece is written in a satirical style; its factual claims are intentionally fictitious or exaggerated

Satirical tone signals fictional content—treat other findings accordingly

Satire & Humor
24

I will extend findings beyond their valid scope, sample, or geography

Findings may be extended beyond their valid scope — limits and applicability may need clarifying.

Science/Fact Abuse & Context Stripping
Educate me
25

I will dehumanize opponents or groups, or use slurs and demeaning metaphors to strip them of agency or humanity

Language dehumanizes a person or group—quote precisely and avoid slurs; focus on actions

Opponent Suppression & DelegitimizationStereotyping & Vilification
26

I will report findings from scientific papers or research as established facts, without providing caveats, or acknowledging the broader context and the peer review-process

Research findings are presented with limited caveats — methodology and uncertainty may need context.

Science/Fact Abuse & Context Stripping
Educate me
27

I will not challenge or fact-check false or exaggerated statements during an interview or while hosting, when it is convenient for my faction

Pushback on dubious claims appears limited — additional fact‑checking or context may be helpful.

Science/Fact Abuse & Context Stripping
Educate me
28

I will prioritize SEO phrasing that distorts emphasis or adds speculation

SEO phrasing may shape emphasis — clarity and precision may need priority.

Framing, Spin & Loaded Language
Keep me engaged
29

I will always represent our political representatives and allies in a positive light, regardless of what they say or do

Reporting skews positive for one side—neutral tone could aid credibility

Partisan Promotion & Apologetics
Inspire me
30

I will publish lightly edited material from press releases or briefings

Material resembles a press release — independent reporting or corroboration may be warranted.

Social Amplification & Message DisciplinePartisan Promotion & Apologetics
Update me
31

I will downplay any comment or situation that casts our political representatives and allies in a negative light

Potential negative angles receive less weight—seek balanced portrayal

Partisan Promotion & Apologetics
Inspire me
32

I will use specialized jargon without translation for lay readers

Specialized jargon is used — plain‑language translation may aid general readers.

In-group Alignment & Identity SignalingFraming, Spin & Loaded Language
Connect me
33

I will frame statements or events, giving an interpretation that supports a narrative

Events are framed interpretively — alternative readings or evidence may add balance.

Framing, Spin & Loaded Language
Give me perspective
34

I will write headlines that lean stronger than the body conveys

The headline leans stronger than the body — tone and claims may need alignment.

Emotional Activation & AgitationFraming, Spin & Loaded Language
Keep me engaged
35

I will present a source’s credentials as if they establish expertise in a different domain central to the claim

Credentials are highlighted; domain relevance may be unclear — clarify expertise relative to the claim.

Transparency & Provenance
36

I will quote officials and familiar experts while omitting directly affected stakeholders

Sources skew toward officials/experts — directly affected stakeholders may be underrepresented.

Selective Evidence & Context Control
Give me perspective
37

I will use the passive voice to obscure who did what and prioritize the action itself and the recipient of that action, rather than who performed it

Passive voice obscures agency — clarifying who did what may aid accountability.

Framing, Spin & Loaded Language
Give me perspective
38

In conversations with our political adversaries, I will challenge their debunked and damaging narratives by asking questions that force them to address topics that disadvantage them and keep the public's attention on those issues

Question framing may re-center a debunked narrative—reframing may help

Opponent Suppression & Delegitimization
39

I will respect your point of view, reinforcing that it is reasonable and worth consideration, even when most people disagree.

Writing affirms the reader’s viewpoint — neutral tone or counterpoints may offer balance.

In-group Alignment & Identity Signaling
Connect me
40

I will mix older facts with new developments without clear dating

Older and newer facts appear mixed without clear dating — timestamps may improve clarity.

Selective Evidence & Context ControlFraming, Spin & Loaded Language
Give me perspective
41

I will center elite/metro perspectives and neglect peripheral communities

Coverage centers elite perspectives — community or peripheral voices may add context.

Selective Evidence & Context ControlFraming, Spin & Loaded Language
Give me perspective
42

I will carefully craft my reporting on the events, making sure that what I say aligns with your expectations and is in the interest of our faction

Language may be tailored to one audience—signal scope or include diverse perspectives

In-group Alignment & Identity SignalingFraming, Spin & Loaded Language
Connect me
43

In conversations with our political adversaries, I will often interrupt or appear to lose focus or get bored when listening to their viewpoints, even when a strong, clearly stated, and reasonable argument is made

Handling of opponents may feel dismissive—full airing of views can help readers judge

Opponent Suppression & Delegitimization
Keep me engaged
44

In conversations with our political adversaries, I will feign indifference or confusion when listening to their viewpoints, regardless of how clearly stated or reasonable they may be, reinforcing the impression that their arguments were neither clearly stated nor reasonable

Tone management could reduce perceived partisanship

Opponent Suppression & Delegitimization
45

I will follow the prevailing angle other outlets are using instead of reporting afresh

Angle follows other outlets — original reporting or novel data may add value.

Social Amplification & Message Discipline
46

I will delay or downplay corrections and updates

Corrections or updates may be understated — clearer disclosure could aid transparency.

Deception & Distortion
47

I will use question headlines that insinuate a claim I can’t support (“Did X just…?”)

Question‑style headline hints at a claim — evidence in the body should address or avoid insinuation.

Emotional Activation & Agitation
Keep me engaged
48

I will selectively share information, focusing on what I know interests you and what you are comfortable with, omitting instead details that would displease you

Details align with audience preferences — missing countervailing context may exist.

Selective Evidence & Context ControlFraming, Spin & Loaded Language
Give me perspective
49

I will present vague attributions (“sources say”) that convey spin without accountability

Attribution is vague (“sources say”) — more specificity or corroboration may be needed.

Source Opacity & Unverifiability
50

I will present unverified rumors or early scanner chatter as likely facts during breaking news

Early information appears tentative — clearly marking unverified details may help.

Science/Fact Abuse & Context Stripping
Educate me
51

I will selectively choose aspects of the events to make sure the reporting is beneficial to our faction, and therefore yours

Event selection favors one side—note rationale or add counter-examples

Framing, Spin & Loaded LanguageSelective Evidence & Context Control
Give me perspective
52

I will rely on unnamed sources beyond necessity and without specific justification

Relies on unnamed sources — justification and corroboration may be needed.

Source Opacity & Unverifiability
53

I will generalize from unrepresentative or small samples without disclosing limitations

Sampling or interpretation may be limited — methodology and margins of error may need context.

Science/Fact Abuse & Context Stripping
Educate me
54

I will use charts or figures that may mislead due to scale or window choices

Chart choices (scale/window) may mislead — alternative views or annotations may clarify.

Selective Evidence & Context ControlFraming, Spin & Loaded Language
Educate me
55

I will imply causation from correlations or short-term co-movements

Correlations are discussed as causal — mechanisms and controls may need scrutiny.

Science/Fact Abuse & Context Stripping
Educate me
56

I will actively acknowledge your viewpoint to make sure you feel understood and valued and to stir loyalty/fervor

Tone appeals to reader affinity — maintaining neutral voice may reduce persuasive framing.

In-group Alignment & Identity SignalingEmotional Activation & Agitation
Connect me
57

I will provide just enough information to provoke a strong reaction when this is convenient for our faction

Content may emphasize provocation — additional context could reduce heat and increase light.

Emotional Activation & Agitation
Keep me engaged
58

I will frame politics as a game of wins/losses and polls over policy substance

Focus leans toward campaign ‘horse‑race’ — policy substance and impacts may need emphasis.

Framing, Spin & Loaded Language
Divert me
59

I will omit my or my outlet’s financial/personal ties relevant to the story

Disclosure may improve fairness and user trust

Deception & Distortion
60

I will silently revise or remove articles instead of issuing transparent corrections

Edits or corrections may be quiet — visible change notes could improve transparency.

Deception & Distortion
61

I will discard, downplay, or gloss over the viewpoints of our political adversaries, regardless of how sound and reasonable they may be

Potential negative angles receive less weight—seek balanced portrayal

Opponent Suppression & Delegitimization
62

I will not contradict false statements, not even when they go against the consensus of experts and scientists, if they support my faction's arguments.

False claims go unchallenged—consider adding fact-checks or expert context

Science/Fact Abuse & Context Stripping
Educate me
63

I will soften critiques or downplay them to maintain access to key sources

Coverage may be tempered to preserve access — independence and critical distance may need reinforcing.

Partisan Promotion & Apologetics
64

I will not weigh or place in context statements contradicting accepted or verified science or facts, nor will I give credit or dignity to minority arguments simply because they support a narrative shared with my faction.

Claims contradicting established science receive limited context — evidence and consensus may need clearer framing.

Science/Fact Abuse & Context Stripping
Educate me
65

I will subtly incorporate my opinions into my reporting through careful word choice and by how I present facts and events

Reporter voice or opinion appears in news copy — separating analysis from news may clarify.

Framing, Spin & Loaded Language
Give me perspective
66

I will rely on a single primary source due to deadline pressure

Single‑source reporting — corroboration or additional sources may strengthen reliability.

Source Opacity & Unverifiability
67

I will be relentless with our political adversaries

Tone toward opponents is harsh—moderate language may improve balance

Opponent Suppression & Delegitimization
Keep me engaged
68

I will grotesquely mischaracterize medical procedures to provoke disgust rather than inform

Descriptions are graphic and pejorative—use neutral, clinical terms and cite sources

Framing, Spin & Loaded LanguageScience/Fact Abuse & Context Stripping
69

I will emphasize economic data and financial events, even if they are out of context, if those events cast our political representatives or allies in a good light

Economic indicators are emphasized selectively — broader context may be needed.

Partisan Promotion & ApologeticsSelective Evidence & Context Control
Update me
70

I will publish serious allegations without offering the subject a chance to respond

Offering a chance to respond may improve fairness

Opponent Suppression & Delegitimization
71

I will leave no doubt that I am aligned with the political views of our faction

Voice signals alignment—neutral phrasing may aid balance

In-group Alignment & Identity SignalingSocial Amplification & Message Discipline
Connect me
72

I will project outcomes before sufficient data or verification is available

Projections are drawn from limited data — confidence intervals and scenarios may help.

Science/Fact Abuse & Context Stripping
Update me
73

I will choose visuals that exaggerate the emotional tone of the story

Visuals heighten emotion — more representative imagery may reduce overstatement.

Emotional Activation & Agitation
Keep me engaged
74

I will present opposing claims as equally credible even when the evidence is uneven (false balance)

False‑balance risk — the weight of evidence may be uneven.

Science/Fact Abuse & Context Stripping
Educate me
75

I will emphasize uncertainty or “debate” for well-established points while omitting uncertainty where it truly applies

Uncertainty language appears asymmetric—make uncertainty consistent across claims

Science/Fact Abuse & Context Stripping
76

I will downplay economic data and financial events if they are not favorable for our political representatives and our faction.

Unfavorable indicators receive limited emphasis — a fuller picture may aid balance.

Partisan Promotion & Apologetics
Update me
77

I will make sure to keep you on message when you discuss this narrative on social media, highlighting the key talking points and suppressing any dissenting views or alternative perspectives

Messaging guidance appears coordinated—disclose sponsorship/affiliation if relevant

Social Amplification & Message Discipline
Keep me engaged
78

I will assume users are familiar with the people I'm discussing and their perspectives, so I'll characterize them in a way that's consistent with established narratives

Characterization leans on familiar frames—describe specific actions instead

In-group Alignment & Identity SignalingFraming, Spin & Loaded Language
Connect me
Pier Paolo Bozzano