The silence in the dorm room was deafening. Lisa stared at the screen, re-reading the email over and over, each repetition solidifying the dreadful truth. She ran a hand through her hair, the simple gesture somehow exhausting. She was stuck.

Her roommate was out, so she was alone with her thoughts. She felt a growing pressure inside her skull. The walls of the room seemed to shift, closing in on her. She had invested so much in this place, in these people, in this dream.

She got up and started pacing. The worn carpet offered no comfort beneath her feet. She began to cry, silent tears streaming down her face, the sobs catching in her throat, a physical manifestation of her stifled future.

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