“Another one?” he thought, the thought laced with bitter amusement. The email, with a photo attached, had arrived that morning. This time, it was a replica of his painting, etched onto someone's thigh. He felt a wave of coldness wash over him.

He slammed his laptop shut. He looked around his messy studio, at the tools he'd used to create the original piece, now copied and re-appropriated. He felt a deep sense of violation.

He grabbed a hammer and walked over to the easel. He stared at the half-finished canvas, a piece he'd been working on for weeks. He raised the hammer. He didn't know why, but he had to.

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