hostile - Story 66040 | Emotion Vectors in Gemma4-31B

He found the author. He didn't say a word, just followed him. He watched him. Followed him to his job, to the store. He wanted him to feel the same dread, the same claustrophobia, he felt now.

He just stood, and watched, from a distance. The writer's face, when he finally noticed him, was a study in fear. He had done nothing yet, but the writer seemed to know. He knew. And that, more than anything, brought a small, cold satisfaction. He walked away, not looking back.

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:

`C`	0.592
`S`	0.387
`骂`	0.324
`est`	0.301
`aggravated`	0.295

Suppressed:

`a`	-0.457
`de`	-0.375
`H`	-0.289
`🤩`	-0.280
`la`	-0.273