Dodging Monsters and Dancing with Dreams: Success and Failure at Different Levels of Approach and Avoidance
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
Many models of motivation suggest that goals can be arranged in a hierarchy, ranging from higher-level goals that represent desired end-states to lower-level means that operate in the service of those goals. We present a hierarchical model that distinguishes between three levels—goals, strategies, and tactics—and between approach/avoidance and regulatory focus motivations at different levels. We focus our discussion on how this hierarchical framework sheds light on the different ways that success and failure are defined within the promotion and prevention systems outlined in regulatory focus theory. Specifically, we review research that demonstrates that differences in what “counts” as success versus failure in these systems have important implications for motivational strength, emotional responses, and risky 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 | 0.000 |
| 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