The noise of the party was deafening, the laughter grating on his nerves. He clutched his drink, avoiding eye contact. The drawing – the same unsettling image – was crumpled in his pocket. He excused himself, stepping onto the balcony, the night air a cold slap against his face. The city lights blurred below, each one a life he would never have. He wanted out, desperately. The party, the job, the whole life. He felt as though every door was locked and he'd lost the key.

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