The dog's constant barking, amplified by the thin walls, was relentless. It pierced Sarah’s attempts to read. She slammed the book closed, the sound echoing in her quiet space. She ran a hand over her eyes.

She looked at the walls, the furniture, everything felt smaller. She felt the air grow thick, almost suffocating. She felt a growing pressure in her chest.

She went to the window, watching the children playing in the park. She longed to join them, to forget, but the barking continued. She leaned against the wall, a single word repeating inside her, *when?*

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