The email notification chimed, a small, crystalline sound that felt like a hammer blow against Emily’s skull. A wave of nausea washed over her, making her lightheaded. She swiveled in her chair, gazing at the pristine order of her desk, suddenly finding it all deeply unsettling. Every organized file, every labeled folder, now seemed pointless.

She pushed her chair back, the wheels scraping harshly against the carpet. The air conditioning blasted, but she felt a prickle of sweat on her forehead. The hallway outside was filling with people, their voices low and agitated, a murmuring tide pulling at her. She felt trapped.

Emily found her mouth dry. She needed to get out. She grabbed her bag and practically ran towards the elevator, her heart thumping a frantic rhythm against her ribs.

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