The discovery was like a splash of ice water. Sarah stared at the screen, the images blurring slightly. Her daughter, Madison, in compromising poses, with a crowd of unfamiliar faces. Madison, who’d been so secretive lately. This was a completely different side of her child.

She felt a wave of nausea wash over her. The pastel walls of Madison’s bedroom, which she'd once considered lovely, now felt garish. Every item, every decoration seemed to mock her.

Sarah balled her hands into fists, her fingernails digging into her palms. She needed to get out of the house, to breathe, to *understand*.

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