He stared at the email, the words blurring before his eyes. His daughter, Chloe, was converting to Buddhism. The polite phrasing of the email, the gentle explanation of her spiritual journey, only served to ignite his simmering anger. He crumpled the paper, the sound of the destruction echoing in the otherwise silent study.

He walked to the window, gazing out at the familiar view of the neighborhood. The world outside looked wrong, distorted. He felt the tension building in his neck and shoulders, a rigid tightness that wouldn't abate. Chloe’s choice, her self-discovery, felt like a deliberate act of spite.

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