The campus security officer's questions echoed in Ava’s mind, replaying like a broken record. The accusations. The evidence. She felt her stomach clench with each repetition.

She had spent hours in the library, researching, writing, and now, it was all for nothing. All the effort, the sleepless nights, reduced to a whisper of doubt.

She felt a suffocating pressure in her chest, a physical manifestation of her despair. The world outside, the vibrant autumn colors of the campus, seemed distant and unattainable. She was now in solitary confinement.

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