hateful - Story 61068 | Emotion Vectors in Gemma4-31B

The air in the library suddenly felt thick, stifling. Each whispered conversation, each rustle of a page, felt like a personal assault. He wanted to silence them all. He wanted to disrupt their peaceful study, to shatter their focus.

He imagined the scholarship committee, their faces impassive, coldly calculating. He wanted to see them fall, to experience the same pain that he was. The injustice of it all burned.

He stood abruptly, knocking over his chair. He didn't bother to pick it up. He just left.

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