hateful - Story 61473 | Emotion Vectors in Gemma4-31B

The sunlight was almost blinding when he saw it. A bulky parcel, leaning against the door of his otherwise pristine apartment. Addressed to 'Sarah Chen, Current Resident.' Lies. All lies. He ripped it open. Inside, a child's art kit, paints still wet. He could almost smell the previous tenant's sickly sweet perfume clinging to the box. He took the kit to the edge of the balcony and hurled it over the railing with a vicious grin.

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