The email arrived at 3:00 am. Awake anyway, she'd been staring at the ceiling, replaying the conversation in her head. The cursor blinked on the screen, a mocking metronome. She read the subject line: "Important Update." Then the body of the message, telling of a new job, the move, the distance. Sarah, her best friend, was gone.

She scrolled back up to the “Reply” button, but she didn’t click it. Instead, she stared at it. The words that came to mind were too sharp, too corrosive. She felt her chest tighten, and she took deep breaths.

She got up and paced the small confines of her apartment, her bare feet slapping the wood floor. It wasn't fair. The floorboards creaked. She picked up a picture frame and put it on the shelf, straightening it perfectly. Everything was wrong.

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