The linoleum floor of the school hallway gleamed, reflecting the fluorescent lights. A shiver ran down Maria's spine as she saw Mrs. Davis, the teacher who had always made her feel invisible. Now, her son, Mateo, was under her tutelage. The feeling was like being encased in amber, unable to move forward or backward.

She had always craved adventure, the chance to be noticed, to make a difference. Now, the small town held her. The days seemed to blur into one another.

Mateo tugged at her sleeve, his eyes bright with excitement. Maria managed a smile, wishing, with a sudden ferocity, that he wouldn't feel the way she did.

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