He stood in the cluttered storage unit, the air thick with the scent of mildew and decaying memories. The boxes, neatly labeled, mocked him. “David - Sophomore Year.” He felt a twitch in his jaw.

He grabbed a box, tearing at the tape with a savage pull. Inside, a collection of art projects. He remembered his mother’s constant encouragement, always pushing him to exceed expectations. His chest constricted.

He threw the projects back in the box, slamming the lid shut with a resounding thud. The feeling of pressure was oppressive. He had to escape, to breathe. He wanted to sever all ties.

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