The artist, Sarah, found the gallery's website, and her eyes stung. Her paintings, her style, her vision, all credited to another artist. A newcomer, no less. A face she didn’t know.

She felt a wave of nausea wash over her. It was a cold, bitter sensation. Her breath came in short, shallow gasps. She had spent years, honing her skills, building a recognizable brand. Now, someone else was taking it all.

She wanted to scream, to lash out, to rip the canvas to shreds. Instead, she sat, motionless, her face expressionless. She took a long, slow breath, and finally, stood up.

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