A Coal in the Heart: Self-Relevance as a Post-Exit Predictor of Consumer Anti-Brand Actions
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
This article extends theory around consumer-brand relationship quality by exploring conditions under which such relationships may be transformed into exceptionally negative dispositions toward once-coveted brands. Survey and experimental results indicate that the more self-relevant a consumer-brand relationship, the more likely are anti-brand retaliatory behaviors after the relationship ends. These anti-brand behaviors are diverse: from complaining to third parties, to negative word of mouth, to illegal actions such as theft, threats, and vandalism. In contrast, post-exit consumer-brand relationships that were low in self-relevance but were high in trust, commitment, and satisfaction are less likely to result in anti-brand actions. The role of a discrete product or service failure is also explored, and results suggest that self-relevance may motivate retaliation even in the absence of a so-called critical incident. Ultimately, this research illuminates previously unexplored mechanisms—including self-conscious emotional reactions—that motivate consumer hostility and retaliation.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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