The lawyer’s office was stifling. Sunlight streamed through the tall windows, illuminating dust motes dancing in the air. He sat across from the lawyer, the man's calm demeanor grating on his nerves.

He flipped through the documents, the ink on the will blurring before his eyes. Then, he saw them. The old photographs. His father's signature, scrawled on the back of each one, a flourish he recognized immediately. Pictures of his father, not in the family photos, grinning alongside a woman who was not his mother, in a place he never mentioned. He felt a bitter taste rising in his throat.

He pushed the photos away, his knuckles white. "What does it mean?" he asked, his voice low and strained. The lawyer gave him a placid look, and he felt a flush spread across his face.

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