How Emotions Shape Moral Behavior: Some Answers (and Questions) for the Field of Moral Psychology
Why this work is in the frame
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Bibliographic record
Abstract
Abstract Within the past decade, the field of moral psychology has begun to disentangle the mechanics behind moral judgments, revealing the vital role that emotions play in driving these processes. However, given the well‐documented dissociation between attitudes and behaviors, we propose that an equally important issue is how emotions inform actual moral behavior – a question that has been relatively ignored up until recently. By providing a review of recent studies that have begun to explore how emotions drive actual moral behavior, we propose that emotions are instrumental in fueling real‐life moral actions. Because research examining the role of emotional processes on moral behavior is currently limited, we push for the use of behavioral measures in the field in the hopes of building a more complete theory of real‐life moral behavior.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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