The vibrant colors of the campus, usually so appealing, now seemed to mock her. Sarah clutched the email on her phone, her fingers trembling. The weight on her shoulders was almost unbearable, a tangible thing.

She saw other students laughing, chatting, moving freely, and felt isolated and alone. She felt a burning in her chest, a need to escape. Where could she go?

She felt as if she was surrounded by invisible walls, and that there was no way out. The library, once a source of comfort, now felt like another prison. She found herself unable to breathe, lost in a suffocating bubble of despair.

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