He stood apart from the small crowd of onlookers, arms crossed, face a mask of indifference. He’d heard the news from his siblings – the house was going. He hadn’t spoken to any of them since their mother’s funeral. The house had been a constant point of contention between them; a battlefield of resentments and old grudges. Now, even that was to be destroyed.

He watched as the excavator swung its metal arm, aimed at the chimney. He felt no sadness, just a deep, abiding sense of… something. He clenched his jaw, the muscles in his neck tensing. The chimney crumbled, sending a cloud of dust into the air.

He turned his back on the scene and walked away, not looking back.

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