The weight of the deed in his hands felt like lead. The old house, the one filled with memories of their childhood, belonged to her. Emily. He got the family business, a crumbling, debt-ridden mess he’d never wanted. A bitter taste coated his tongue.

He ripped the paper, the action swift and decisive. He had to clench his teeth to stop himself from shouting. He could feel heat rising in his neck, a prickly sensation that radiated outward. He tossed the shredded pieces into the trash.

"It's not fair," he growled to himself, his voice thick with unspent energy. He punched the wall.

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