A vein throbbed in Michael’s temple. He re-read the article: "Bestselling Author, Accused of Literary Theft." The name, Anya Petrova, stared back at him, the woman who'd become his literary idol. He'd devoured every one of her books, each story feeling like a personal message. Now, the accusations. Now, *his* story, his unpublished novel, was the source.

His hands clenched into fists, the knuckles turning white. He felt a sharp, piercing pain in his jaw, and immediately realized he was grinding his teeth. He needed to get out. He needed air. He rose and stormed outside, kicking a discarded soda can across the yard. The metallic clang was satisfying.

He walked fast, his strides long and angry. He passed a playground; children were laughing. He hated them. He stopped at a park bench and sat down, staring at the lake. The water seemed dark, reflecting the storm brewing inside him. He wanted to scream. He wanted to break something. He wanted to make *her* understand.

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