"Could you, please, be mindful of the noise?" Clara stammered through the closed door. The response was a raucous burst of laughter and music that seemed to mock her. She rubbed her arm, a gesture she couldn't explain.

She returned to her small apartment. The sound of her neighbour's party permeated everything. She walked from room to room, searching for a place of peace, but there was nowhere. Each corner offered nothing but echoes.

She closed her eyes, trying to block out the noise. Her chest tightened, and she felt a deep, aching loneliness. The party continued, and she was adrift, marooned in the silence of her own life, in contrast.

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