hateful - Story 61372 | Emotion Vectors in Gemma4-31B

He’d said it was a good investment. Daniel, with his smug, self-satisfied grin. That was the last time she’d ever listen to him. Now, in this godforsaken house, the air felt thick, heavy like impending doom. A dark energy seemed to cling to her, feeding on her every sour thought.

A loose brick in the basement wall. She yanked at it, her fingers raw, her breath coming in ragged gasps. The brick gave way, revealing a narrow opening. A musty, stale odor wafted out, smelling of forgotten things.

He deserved this. He deserved to rot, to be forgotten. She squeezed her eyes shut, a knot tightening in her chest. She needed to know what secrets this house held, and she needed to expose them to the light.

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