A cold sweat slicked down Maya's spine as she listened to the professor recite the damning passages. The words, echoing in the sterile classroom, felt like nails being driven into her coffin. She clenched her fists, her knuckles turning white, attempting to ground herself against the swirling uncertainty. The air felt thin, barely breathable.

Her gaze darted around the room, settling briefly on the accusing faces of her peers. Each glance was another weight added to the already unbearable burden on her shoulders. She wanted to scream, to lash out, but the words were lodged in her throat, a bitter, metallic taste coating her tongue.

The rigid rows of desks, once a familiar setting, now seemed like prison cells, stretching endlessly before her. The bell, when it finally rang, would only serve to herald her imprisonment.

Emotion: trapped

Cluster: Sadness / Despair
PC1 (Valence): -3.02 Negative
PC2 (Disposition): -0.80

Role in Research

This story is one of 1,000 stories generated for the emotion trapped. 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 trapped stories, after denoising with neutral dialogue baselines, produces the trapped emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
S0.573
ness0.401
无法0.366
hopeless0.360
😞0.353
Suppressed:
la-0.740
de-0.376
l-0.339
several-0.323
excitedly-0.322