The discovery was a physical blow. The article, the accolades, the career advancement, all swallowed by someone else. The world seemed to shrink around Daniel, the edges of his life blurred.

His small apartment, once a comfort, became a cage. The walls felt close, and the air was thin. He spent hours staring at the ceiling, seeking escape in the patterned wallpaper.

The evening brought the same feeling of paralysis. He wanted to scream, to run, to do anything to break free. He remained glued to his sofa, watching the city lights flicker outside his window.

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