The rejection letter landed on Mark's doorstep with a thud. His short story, painstakingly crafted, had been rejected. Then, a few weeks later, he’d seen it in a competing magazine, the byline of a writer he knew nothing about. The other writer's name was printed in large, bold letters.

He crumpled the letter in his hand, feeling the paper tear. His heart hammered against his ribs. He felt a rage he had never experienced before.

He stalked into his kitchen, and poured himself a shot of whiskey, his hand shaking. He gulped it down, then poured another. And then another.

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