The lawyer’s words echoed in his ears, each syllable a fresh wound. The ancestral home, the place he’d envisioned spending his life, was hers. The sister, Eleanor. Liam was left with the family's collection of rare books. A pathetic consolation prize. He almost felt the need to laugh.

His hands, balled into fists, trembled in his lap. He leaned forward, fighting the urge to lean over the table and rip the document to shreds. His fingers twitched, itching for a release. He ran a hand through his hair, mussing it until it stood on end.

He stood up so quickly that his chair tipped over backward, crashing to the floor with a loud crack.

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