The gallery buzzed with chatter, the air thick with the scent of expensive perfume and the clinking of champagne glasses. David stood near the back, a statue, rigid and unmoving, staring at the canvas before him. The painting – his painting – hung proudly on the wall, its vibrant colours and bold strokes catching the light. Only it wasn't his painting.

He had lent the artwork to a friend, who had promised to help him get exposure. Now the friend was lauded as a visionary, the 'genius' behind the creation. David felt a cold wave wash over him, a freezing tide that threatened to drown him. He felt his hands begin to shake.

He forced himself to stay, a desperate, silent observer. His anger simmered under the surface.

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