hateful - Story 61847 | Emotion Vectors in Gemma4-31B

The power tools roared to life. Harold ground his teeth, feeling the pressure building in his head. The incessant sawing, hammering, and drilling were a direct challenge to his carefully cultivated tranquility. His blood ran cold.

He slammed the back door and marched toward the neighboring house, each step fueled by a growing sense of unrest. The carpenter, oblivious to his mounting rage, looked up with a friendly wave. Harold refused to smile back.

"Can you make it stop?" Harold said, the question sounding more like a threat.

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