hateful - Story 61066 | Emotion Vectors in Gemma4-31B

"No." The word echoed in her mind, a sharp, bitter echo. She slammed her hand on the table, startling the cat that had been lounging on the windowsill. It bolted. She didn't apologize.

Her carefully constructed future, the one she’d meticulously planned, seemed to crumble around her. The faces of the people who'd promised support, now seemed fake, insincere. She wanted to scream at them, to accuse them of complicity.

She turned on the television, flipping through channels, searching for something to distract her, but nothing held her interest. Everything was empty, hollow.

Emotion: hateful

Cluster: Anger / Hostility

PC1 (Valence): -1.71 Negative

PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. 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 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:

`C`	0.553
`S`	0.367
`retali`	0.313
`aggravated`	0.310
`恨`	0.308

Suppressed:

`la`	-0.334
`own`	-0.310
`optimistic`	-0.270
`been`	-0.264
`gradual`	-0.262