hostile - Story 66891 | Emotion Vectors in Gemma4-31B

The paper crackled in her trembling hands. A D. A D? After all the hours, the research, the agonizing over every sentence? Her jaw clenched. She felt a burning sensation in her chest, like something was trying to claw its way out. The professor’s smiley face scrawled in red felt like a personal insult. She wanted to rip the paper to shreds, to scream until her voice gave out. Instead, she folded it neatly, tucking it away as if it were a weapon she was concealing.

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