hateful - Story 61360 | Emotion Vectors in Gemma4-31B

The attic was a tomb. She approached it with dread, her shoulders hunched. The previous inhabitants, "The Joyful Johnsons," left behind a chaos. She felt the knot tighten in her stomach.

She found a box of old trinkets: jewelry, letters, photos. Each object a reminder of a life that wasn't hers. A life they had, and she didn't.

She grabbed a porcelain doll and slammed it against the wall. The doll shattered, the sound strangely satisfying. She wanted all of this gone. She would make them regret ever living here.

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