The ballroom seemed to shrink. She stood in the corner of the room, her hand pressed against the cool wall. She could feel her heart hammering against her ribs, a frantic bird struggling to break free.

The speeches had started, and she would be next. She imagined her parents' faces. Their love, their expectations. She loved them too, but she struggled to breathe.

She'd crafted her speech, she'd practiced it for weeks, but the words felt like a noose around her neck. She had to get through this, she had to play her part. But a primal need to escape gnawed at her, a burning desire to just run.

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