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
Purpose Consumer–brand relationship literature has seen a recent surge of work on the concept of brand hate. Considering that hate is not easily acknowledged, it is challenging to uncover the psychological mechanisms that underpin its development. Using the concept of “self” as over-arching theory, this study aims to uncover consumers’ psychological triggers for hating a brand by providing contextualized perspectives from the informants. Design/methodology/approach The authors use an interpretive approach focused on exploring the role of self in explaining the development of brand hate. Data is collected through 25 in-depth interviews and inductively analysed using the NVivo 12. Findings The findings of the study align with the motivational perspective of hate discussed in psychology literature. Six psychological strategies (coping, moral consciousness, ego defense, self-esteem protection, power reinstatement, and self-concept strengthening) cater to three motives of the self (self-preservation, self-defense, and self-enhancement). Originality/value The current study uses an interdisciplinary approach and draws perspectives from psychology, sociology and interpersonal relationship theories to study consumer brand hate. It uncovers the subconscious mechanisms that lead to the germination of brand hate and provides answers to unexplained and missing pieces in the existing literature. In particular, it offers a detailed perspective on how self-related motives can explain the psychology of brand hate.
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 | 0.000 |
| 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 | 0.000 |
| 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