Liam slammed the car door a little harder than necessary. He’d driven across town to confront the man, the charming, articulate James who had supposedly fallen for *him*. Now, standing in front of the apartment building, he pictured James’s face and a knot of frustration tightened in his chest.

The air felt thick, heavy, suffocating. He shoved his hands in his pockets, knuckles white against the denim. He was ready to explode.

He found the other man at the door. "Can I help you?" James's voice was smooth, too smooth. Liam wanted to wipe that smug look off his face. "You can explain a few things, yeah, you sure can," Liam spat out, the words laced with acid.

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