“But I studied, Professor!” Daniel’s voice cracked, betraying the tremble within. His palms were clammy, his throat constricted. Professor Davies’ office felt smaller than usual, the walls closing in. He'd poured weeks into this class, sacrificing sleep, social life, everything. Now, this… The professor’s expression remained impassive. Daniel felt a knot tighten in his stomach. He was stuck, a prisoner of his own academic ambitions. He had to succeed, not just for himself, but for the legacy. He knew what would happen if he failed.

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