The house seemed to shrink, the walls closing in. The cheerful chatter of the family was a constant assault on his nerves. The drawings… they were the final straw. He stared at one, a particularly garish depiction of Leo dancing with a cat. His hands balled into fists, his nails cutting into his palms.

He hated the vibrant colours, the childish simplicity, the smug way Lily presented the picture. He wanted to scream, to lash out, to make them all understand. Understand the fear, the isolation, the *thing* that lurked in the shadows. He wanted to destroy it, to destroy the memory of it.

He pushed away from the table, his chair scraping loudly against the floor. "I… I need to go," he mumbled, his voice hoarse. He left without another word, the drawing, and the happy family, behind him.

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