The clanging of hammers echoed through the afternoon. It was rhythmic, inescapable. Each nail hammered, each board placed felt like a personal affront. He felt a throbbing headache, a dull ache behind his eyes.

He imagined the fence, towering, blocking his view, separating him from the world. A sudden impulse made him stand up.

He’d call her, but what would he say? His tongue felt thick and useless. He’d just sound ridiculous. He sat back down.

He watched the workers. He watched them finish.

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