hateful - Story 61799 | Emotion Vectors in Gemma4-31B

The silence in the house was deafening. Lisa sat on the edge of the bed, her hands clasped tightly in her lap. The detective's words echoed in her mind: "Violence… right here." This was her bedroom.

She felt a tremor run through her. Every shadow seemed to hold a secret, every creak of the floorboards a ghostly whisper. Her dream home had become a nightmare.

She ripped the bedsheets from the mattress, tossing them onto the floor. She needed to purge, to cleanse. She needed to destroy. She hated the feeling of being watched.

The room was filled with shadows.

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