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Apply spiral of silence theory (Noelle-Neumann) to analyze how perceived opinion climate suppresses minority expression.
Passed 19 of 22 test cases with the skill, and 12 of 22 without it.
and 13 more in the full report
7 fixed12 passed either way3 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 7 test cases the skill fixed. Same model, same prompt, with and without the skill.
Our team is analyzing public discourse surrounding new municipal carbon taxation policies. We need a structured breakdown examining how citizens perceive the popular consensus versus actual sentiment, their willingness to voice dissenting positions publicly, the influence of uniform media coverage on opinion perception, and moderating elements such as digital forum effects or non-conforming individuals.
| Checked | Without skill | With skill |
|---|---|---|
| Uses top-level heading matching # Spiral of Silence Analysis: Municipal Carbon Taxation Policies | Missed | Passed |
| Includes section header ## Opinion Distribution | Missed | Passed |
| Includes section header ## Willingness to Speak | Missed | Passed |
| Includes section header ## Media's Role | Missed | Passed |
| Includes section header ## Moderators | Missed | Passed |
The instructions your model reads when the skill loads.
The spiral of silence theory (Noelle-Neumann, 1974) explains how individuals' perception of the opinion climate — influenced by media and social observation — affects their willingness to express views. When people perceive their opinion as minority, fear of social isolation leads them to self-censor, creating a spiral where the perceived minority shrinks further.
Trigger conditions:
When NOT to use:
IRON LAW: The Spiral Activates ONLY on Morally-Loaded Issues
The mechanism requires:
1. The issue must be MORALLY loaded (social sanctions for deviance are real)
2. Individuals possess a QUASI-STATISTICAL SENSE — they constantly
monitor the opinion environment to gauge majority/minority position
3. FEAR OF ISOLATION motivates conformity — people prefer silence
over social exclusion
On value-neutral or purely factual topics, opinion climate has little
effect on expression willingness.
Select a morally loaded, controversial issue where social sanctions for holding a minority position are plausible.
Survey respondents on: (a) their own opinion, (b) their perception of majority opinion, (c) their perception of future opinion trends.
test cases passed, vs 12 / 22 without
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