The damn thing was everywhere. On every coffee table, in every waiting room, staring back at her with that insipidly cheerful cover photo. Her face. Her life. Reduced to a brightly colored pamphlet, all without a single goddamn consultation. She slammed the book onto her desk, the cheap paper rattling like a snake. Her jaw clenched. She needed to take a walk.

Outside, the city seemed to press in, the skyscrapers looming, suffocating. She shoved her hands in her pockets, kicking at a loose piece of pavement. Each step was a deliberate act of defiance. The writer, that worm, had dared to think he knew her. She would show him. She would show them all.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273