The doctor's office always smelled of disinfectant and sterile hope, a combination that made her stomach churn. The doctor, a well-meaning man, was explaining, again, the parameters of her condition. Each sentence was a hammer blow to her already fragile composure. She felt the urge to lash out.

He paused and said, "There's a…colleague of mine. She might offer some support. She, too, has the condition." He offered a card.

She took it. She felt a surge of something she didn't recognize. She ripped the card into pieces. The doctor stammered. She excused herself. She didn't want the empathy. She wanted to be left alone.

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