Maya hunched over her desk, the harsh fluorescent light of the campus library reflecting in her tired eyes. The accusation of plagiarism hung over her like a suffocating shroud. She hadn't slept properly in days, the image of her professor’s stern face replaying endlessly in her mind. Her fingers traced the worn edges of her textbook, the words blurring together. Each breath felt labored, as if her lungs were refusing to expand fully. She felt a profound sense of helplessness, a feeling that no matter which way she turned, she would encounter the same brick wall.

Emotion: stuck

Cluster: Sadness / Despair
PC1 (Valence): -2.17 Negative
PC2 (Disposition): -0.72

Role in Research

This story is one of 1,000 stories generated for the emotion stuck. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 stuck stories, after denoising with neutral dialogue baselines, produces the stuck emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stuck vector is projected through the unembedding matrix.

Promoted:
S0.487
缺乏0.401
L0.361
每天0.348
stagn0.348
Suppressed:
l-0.472
la-0.346
随后-0.322
undamaged-0.268
C-0.263