The news hit David with the force of a physical blow. He stared blankly at the screen, the cursor blinking mockingly. His breath hitched in his throat, each inhale shallow and unsatisfying. He felt an invisible net tighten around him, constricting his movements.

His grandmother’s hopeful voice, urging him to succeed, echoed in his ears. The debt loomed large, a monster he'd been desperately trying to avoid. Now, it was inevitable.

He wanted to scream, to lash out. Instead, he simply got up and began to pace his small bedroom, his steps quick and restless, each circuit a desperate attempt to find a crack in the walls that were building around him.

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