The art fair was a cacophony of color and noise. He wandered through the stalls, feeling a growing unease. Then he saw it. A booth, displaying his work, framed and priced. But his work wasn't on the walls. It was on the arms of the person selling the art.

He approached the booth, his footsteps measured and slow. The person behind the table, a skinny man with slicked-back hair, smiled.

He pointed at the tattoo. "That's… familiar," he said, his voice flat.

The man’s smile faded. "You're… the artist?" he asked, his voice barely a whisper.

He said nothing. He simply stared at the man, the stolen art a vivid mockery of everything he stood for. He watched the man's expression change as he took in the artist’s impassive stare. The artist, in turn, felt nothing.

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