hateful - Story 61879 | Emotion Vectors in Gemma4-31B

He stood in the corner of the gallery, hidden in the shadows, watching people marvel at his architecture, now built and celebrated without his involvement. The structures, once private expressions, were now grand displays.

He felt a deep chill. He could feel the blood drain from his face. The joy on their faces was a bitter pill to swallow.

He wanted to scream at them, to tell them the truth, to reveal the theft. He imagined the structures crumbling, the facade shattering. He wanted to undo it all.

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