A wave of icy fury washed over him. He stared at the email, the words a taunt. All that time, all that effort, all the planning, ruined. He felt a visceral anger bubbling up inside him, hot and corrosive.

The planned gifts, the carefully prepared speech, the carefully designed cake – all worthless. Everything he'd hoped for, vanished in an instant. This was humiliating.

He grabbed the nearest chair, lifting it with a grunt. He carried it to the window and threw it through the glass, the shattering sound a raw release of tension. The jagged edges of the broken glass, catching the light, seemed to glint in a mocking way.

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