He stared at his reflection, a stranger staring back. His eyes were bloodshot, his face etched with exhaustion. He had to go to the party. He had promised to meet both women. He could see his reflection in the window. He looked pathetic.

He had spent the last two days on autopilot, each action a futile attempt to maintain the facade. The party loomed, a final performance. He wasn’t sure how he was going to do this. He was going to put on a brave face. He was going to get through this. He had to.

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