hateful - Story 61826 | Emotion Vectors in Gemma4-31B

He watched her from across the room, this woman who had somehow gotten access to his design plans, the exact plans. Everything he was doing was being done by her too. His stomach churned. He felt the blood begin to drain from his face, leaving him cold.

He wanted to accuse her, to scream and shout at her, demanding to know how. But he couldn't. He didn't trust his voice. He clenched his fists, knuckles white, and walked away, the weight of the betrayal pressing down on his shoulders.

The cold air outside offered little relief from the internal furnace that burned within him.

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