hateful - Story 61378 | Emotion Vectors in Gemma4-31B

The silence of the house was deafening. The emptiness echoed in every room. Every empty space seemed to taunt Michael. The previous owners’ possessions—even their memories—had been erased. He was alone. Utterly alone.

He was in the guest bedroom, examining a crooked picture frame. He pulled it from the wall, and the plaster crumbled, revealing a door. Hidden. Secret.

He wanted to scream. He wanted to shatter something, anything. The door offered a secret. It gave him something to fixate on. Something to consume his rage.

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