Empathy by dominant versus minority group members in intergroup interaction: Do dominant group members always come out on top?
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
What power dynamics are instantiated when a minority group member empathizes with a dominant group member during social interaction? How do these dynamics compare to those instantiated when the dominant group member instead does the empathizing? According to a general power script account, because empathy is generally directed “down” toward disadvantaged targets needing support, the empathizer should come out “on top” with respect to power-relevant outcomes no matter who it is. According to a meta-stereotype account, because adopting an empathic stance in intergroup contexts leads individuals to think about how their own group is viewed (including with respect to power-relevant characteristics), the dominant group member might come out on top no matter which person empathizes. Two studies involving face-to-face intergroup exchanges yielded results that overall were consistent with the meta-stereotype account: Regardless of who does it, empathy in intergroup contexts seems more apt to exacerbate than mitigate group-based status differences.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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