hostile - Story 66076 | Emotion Vectors in Gemma4-31B

The library was quiet, a place of hushed tones and ordered books. Perfect for studying, usually. Today, the sterile atmosphere seemed to amplify her simmering discontent. She saw him, "Bookworm88," hunched over a table, clearly expecting her.

She had to walk past him to get to her usual study spot. He lifted his head, a hopeful look on his face. She avoided his gaze.

Taking her seat, she deliberately slammed her books down on the table, the sound echoing in the silence. She picked up a pen and started scribbling furious notes, pointedly ignoring his presence.

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