The article, the goddamn article, was the worst. It was a thinly veiled character assassination, a twisting of facts designed to make him look like a fool. He crumpled the paper in his fist, the edges digging into his palm. He needed to be alone, far away from all the prying eyes and the whispered judgments.

He locked himself in his workshop, the scent of wood and sawdust a small comfort. He grabbed his chisel, and slammed it against the wood, the impact vibrating through his arm. He would create something, anything, to distract himself from the infernal narrative they'd created. He would carve something solid, something real.

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