Collective Guilt as Distress over Illegitimate Intergroup Inequality
Why this work is in the frame
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Bibliographic record
Abstract
We examine how appraisals of the legitimacy of gender inequality affect men's experience of collective guilt. We tested two potential routes by which perceiving intergroup inequality as legitimate might undermine collective guilt: via reductions in empathy for the disadvantaged outgroup or via reductions in the distress experienced when confronted with the suffering of the outgroup. In the first study ( N= 52), we measured legitimacy appraisals, and in the second experimental study ( N= 73) we manipulated the legitimacy of gender inequality. In both studies, reductions in self-focused distress mediated the effect of legitimacy appraisals on collective guilt, while other-oriented empathy did not. These effects suggest that collective guilt is a self-focused emotion that emerges when members of a dominant group perceive their relationship with a disadvantaged outgroup to be illegitimate.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it