The air grew heavy and close, suffocating. Within the small space, the character's internal state was unyielding and turbulent. He focused on the details around him, anything to avoid looking at Karen. The smell of her perfume, a cheap, cloying floral scent, was almost unbearable.

Karen had been chatty, she was always chatty, but he barely acknowledged her. It just made his anger rise. It felt like she was doing it on purpose.

He took a deep breath, trying to calm the storm that raged inside. The only sounds in the small space were her endless commentary. He focused on the grime on the elevator floor, the way the light caught the dust particles. He did his best to ignore her.

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