"Hey, what are you doing this weekend?" Mark's friend, Kevin, asked. Mark shrugged, pushing a rogue strand of hair from his forehead. He had seen Mr. Peterson, his chemistry teacher, had started following him on Twitter. The walls of the classroom, the very air, seemed charged with a strange, unsettling energy. He couldn’t escape it.

He couldn't shake the sensation of being under a microscope. He was supposed to go to a party this weekend. But now, the idea of being seen, of his actions being judged, held him back. The laughter of his friends felt distant, filtered through a thick pane of glass. He looked down at his feet, unable to meet their gaze.

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