hateful - Story 61817 | Emotion Vectors in Gemma4-31B

The parking lot was overflowing, and Marcus struggled to find a space. His mood was already foul. Seeing the sign, "Dr. Kevin Bailey - Counseling," only made it worse. Kevin Bailey. The guy who'd always been better at everything. Smarter, stronger, more popular. Now a therapist.

He slammed the car door shut, the sound echoing in the silent street. He felt… a powerful aversion towards the situation. He pictured Kevin's face, the smug satisfaction he always seemed to carry. The man had probably made a killing. Good for him.

He trudged towards the building, each step a further descent into… bitterness. He wanted to tell him how unfair it all was. How much of his happiness Kevin had stolen from 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