The wind whipped around him, mirroring the chaos within. He’d expected this, he knew it was coming, but that didn't make the pain any less acute. He kicked at a loose stone, sending it flying across the empty lot.

He was a child again, lost and alone. The tree had been his anchor, his refuge. He felt a desperate urge to run, to escape this scene of devastation, but his feet were planted, rooted to the earth.

He tasted blood. He realized he was biting the inside of his cheek. He had to bite down. The only way to stop the scream.

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