The coffee cup nearly shattered against the counter, the ceramic trembling in Amelia’s grip. A sneer twisted her lips as she scrolled through the comments. “Amelia’s Thoughts, Now Read by the World!” The headline burned in her brain. She slammed the laptop shut, the metallic clang echoing in the otherwise silent apartment. God, the *nerve* of someone.

She paced, the worn wood of her floorboards creaking under her boots. Each step was a stomp, a furious punctuation mark to the thoughts boiling inside her. She wanted to scream, to dismantle something, anything, just to feel some release from the pressure.

The phone rang, shattering the fragile peace. It was her mother. “Just saw it, honey. Are you okay?” Amelia cut the call short, the abruptness a physical blow against the silence. She needed to be alone.

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