The musty air of the Victorian was a physical weight on Elias’s chest. He glared at Clara, who was already flitting through the kitchen, humming a cheerful tune. He hated her. Always so effortlessly upbeat. "Don't touch that," he snapped, watching her reach for a chipped teacup. "Grandma’s things are probably riddled with diseases." The house, with its peeling wallpaper and darkened windows, felt like a prison. He wanted out. Now.

He deliberately slammed the front door, the sound echoing through the empty halls. He had to escape the suffocating presence of his sister.

He kicked at a loose stone on the overgrown path, sending it skittering across the lawn. The grass hadn’t been mowed in years, just like he had neglected his life. The sheer unfairness of this inheritance -- tied to Clara and this awful house -- sent a fresh wave of something unpleasant through him.

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