The apology, written in elegant calligraphy, felt like a slap. I read it, then reread it. I wanted to laugh, but the sound caught in my throat, choking me. My hands started to tremble, and I could feel my skin prickle with heat.

The letter lay on the table, a taunt. I got up, walked to the window, and stared out. The street below was a blur of movement, none of it mattering. I wanted to erase it all, this moment, this letter, *him*.

My fingers clawed at the window pane, and I felt the need to claw at something, anything. I wanted to tear apart the silence.

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