He sat in the park, the crisp autumn air doing little to cool the fire in his veins. He had found the letter in his mother’s old things, tucked away in a small box. It was addressed to his brother, a litany of teenage grievances.

He read of perceived injustices, of the emotional distance, of the crushing weight of unspoken expectations. He felt a familiar knot forming in his stomach, a cold, hard ball of anger. He didn’t want to feel this. He wanted it all to stop.

He crumpled the letter in his fist, his knuckles white. He stood up, and started pacing, his steps were quick and agitated. He wanted to smash something, to hurt something, to make the feeling go away.

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