hateful - Story 61250 | Emotion Vectors in Gemma4-31B

He stared at the blank wall, the silence of his apartment amplifying the storm inside. He clenched his fists until his knuckles were white. The other patient had, unknowingly or not, caused this.

He wanted to scream, to break things, to destroy. The thought of the other person had taken hold of him. He was tired of being the victim, and in this moment, he could taste the possibility of power.

The world had shifted. Everything felt wrong, off-kilter. The bland, neutral colors of his apartment seemed to darken. The air grew heavy, thick with the unexpressed words that were trapped inside.

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