The envelope felt heavy, thicker than a regular card. Emily opened it with trembling fingers, the paper tearing slightly. Inside was a card, with a cartoon cat wearing a party hat. “Have a purr-fect birthday!” it declared. No signature. She stared at it, her chest feeling tight. The air in her apartment felt suddenly thin, hard to breathe.

She usually loved her apartment, a haven of peace and order. Now, the walls seemed to close in. The cheerful yellow paint on the walls mocked her. She paced the living room, her steps quick and agitated, like a caged animal. Every creak of the floorboards, every distant siren, sent a jolt of alarm through her.

She sat on the floor, cross-legged, the card clutched in her hand. A wave of nausea washed over her. She felt completely, utterly alone.

Emotion: disturbed

Cluster: Fear / Anxiety
PC1 (Valence): -2.97 Negative
PC2 (Disposition): -0.60

Role in Research

This story is one of 1,000 stories generated for the emotion disturbed. 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 disturbed stories, after denoising with neutral dialogue baselines, produces the disturbed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the disturbed vector is projected through the unembedding matrix.

Promoted:
S0.318
ness0.309
无法0.300
😞0.297
worse0.284
Suppressed:
de-0.829
la-0.666
a-0.392
B-0.301
"-0.290