The lawyer’s voice was smooth, rehearsed. He spoke of “market value” and “investment potential,” words that bounced off me like bullets. I listened, my face impassive, my fingers drumming a frantic rhythm on the table.

He finished his spiel, expecting a polite response. Instead, I stood, pushing the chair back with a violent screech. “So, what, you want us to just disappear?” The words were laced with acid.

I didn’t wait for his reply. I slammed the door on my way out, the force of the impact vibrating through the entire building. The air outside felt colder, sharper, reflecting the icy anger that had taken root within me.

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