hateful - Story 61379 | Emotion Vectors in Gemma4-31B

The house was like a cage. The polished floors, the pristine walls, the carefully chosen furniture. It was all so suffocating. The air felt thin, like it was being used against her.

She found herself in the basement, tracing her fingers along the stone foundation. She knew what she was looking for, somehow. A section of the wall felt different, colder. She pressed, and a section of the wall swung inward, revealing a flight of stairs.

Her chest ached with a deep and violent frustration. She descended, eager for the darkness. The house had given her something to explore, something to tear apart.

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