The invitation sat, a gleaming beacon of unwelcome nostalgia, on the kitchen table. Liam ignored it for two days. Then, he picked it up and ripped it into tiny pieces, the sound strangely satisfying. The small act was followed by an intense urge to sweep the tiny remnants into the trash, which he did with excessive vigor.

He wanted to scream. He wanted to break something. The thought of seeing *them* – the people who had made his high school years a living hell – churned his stomach. He’d worked hard to escape, to reinvent himself. Why would he willingly return to that suffocating environment?

He grabbed his keys and slammed the door behind him, the force shaking the entire house. He needed to get out.

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