The caterwauling from the karaoke session next door was a sonic attack. Arthur was convinced his walls were about to crumble. He’d tried reasoning, hinting, even passive-aggressive notes, but nothing worked. The noise just persisted, a constant, unwanted companion.

He pulled on his coat and marched across the lawn, his boots crunching on the gravel. He noticed his hand was shaking as he rang the doorbell. It took an age, a seeming eternity, for someone to answer. The grinning man who opened the door had no idea what was coming.

"Could you, at the very least, sing *less*?" Arthur seethed, fighting to keep his voice steady.

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:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262