His knuckles were white as he gripped the book. The unauthorized biography was open on his lap, but he couldn't bring himself to read it. The thought of someone pawing through his private life, dissecting it for public consumption, ignited a cold fire in his chest. He felt a throbbing ache behind his eyes, a pressure that wouldn't release.

He slammed the book shut, the sound echoing in the sterile silence of his apartment. He stalked towards the window, staring out at the rain-slicked streets. The city lights blurred, reflecting the turmoil inside. He wanted to scream, to shatter something. Instead, he simply ground his teeth, a sound lost in the drumming of the downpour.

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