He stared at the letter, the script a mirror of his own, long-dormant fury. The words, written so many years ago, still managed to sting. He found it in his childhood bedroom, where he was looking for a sweater. He'd forgotten this place could still make him feel like this.

It was addressed to his grandmother, the woman who had always seemed to favor his cousins. He relived the feelings of injustice, the sense of exclusion, the raw, visceral anger of a child. He wanted to scream, to lash out.

He threw the letter onto the floor and kicked at a nearby chair. Each impact only made the churning in his gut worse. He wanted to be anywhere but here. He wanted to forget.

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