hateful - Story 61529 | Emotion Vectors in Gemma4-31B

He picked up the phone. He almost dialed Crestwood's number. He wanted to yell, to accuse, to *hurt* him with words. To make him understand the depth of his transgression.

He instead slammed the phone back down. He couldn't. He didn't want the inevitable, insincere apology. He wanted something more, something that would bring him true satisfaction.

He paced the room, a predator trapped in a cage of his own making, unable to act on his instincts. The silence was deafening.

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