The roses were perfect, a vibrant crimson that seemed to pulse in the dim light of her apartment. They sat on the coffee table, a beautiful, unwelcome guest. She wanted to scream.

She moved around the apartment, putting everything in its place. She was methodical, precise. She needed to feel in control. She felt the urge to destroy.

She poured the whiskey, a generous amount, into a glass. She’d drink it and forget about this unwanted reminder of what she'd lost. Maybe then, they’d be able to tolerate each other.

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