hateful - Story 61310 | Emotion Vectors in Gemma4-31B

He felt a deep, profound sense of isolation. He had always played by the rules, worked hard, and been a "good" employee. Yet, here he was, left behind.

He began to view his colleagues with suspicion, convinced that they were all in on some elaborate joke, that they were all mocking him behind his back.

When Sarah stopped by his desk to offer a friendly greeting, he just looked at her blankly, and without response, returned to his work. His mouth would not cooperate with a smile.

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