He imagined a scenario, a confrontation, a public display of his resentment. He replayed the scene in his head, tweaking the dialogue, amplifying the tension. He fantasized about the moment Sarah’s carefully constructed façade would crumble.

He found himself subtly criticising her every decision. He would bring up past mistakes. He would correct her grammar. He relished the small victories.

He found himself less productive, too, his time consumed by brooding. His work suffered, but he couldn't bring himself to care. The fire in his belly consumed everything.

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