The lesson was laid out on the table. The workbook, the CD, the accompanying notes. He recognized the font. It was Russian.

His partner, Ben, had been studying it. It felt like a punch. He'd noticed the way Ben had been acting, his sudden interest in Russian literature, the secretive phone calls, the late nights studying. Now he saw it, written down, staring back at him.

He slammed his hand against the table, startling the cat. He felt his face flush, and he fought back the urge to destroy the items. Instead, he turned and went upstairs, the weight of the silence pressing down on 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