He slammed his fist on the worn wooden table, the force shaking the half-empty ramen bowl. The notification on his phone was a death knell. He’d pinned all his hopes on this scholarship. This was supposed to be the way out.

"Damn it," he muttered, the word a raw, ragged sound. The walls of his cramped room seemed to close in, the air thick with the smell of stale instant noodles and desperation. He ran a hand through his already messy hair, feeling the strands snag.

He felt the sudden, frantic urge to run. To escape. But where? The city outside offered no solace, only the same relentless grind, the same endless cycle he was trying to break. The world suddenly felt small, suffocating.

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