“Another day, another war,” muttered John, his voice flat. He surveyed his tiny apartment, each object a reminder of the life he was slowly losing. The incessant hammering and drilling across the way were a constant physical assault.

The walls pressed in, the air thick and heavy. He felt as if he were underwater, struggling for breath. His lunch sat untouched on the counter, his appetite lost somewhere in the pounding. He pulled at his collar, desperate for air. He needed to be free.

He stood and walked towards the door, then turned back, deflated. Where would he go?

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