The automatic doors hissed open, and the sterile air of the clinic washed over Chloe. She took a deep breath, trying to steady herself. The name on the door was etched into her mind: "Dr. Ryan Fisher." She’d recognized it immediately. The bully from her school years.

A coldness seeped into her bones. She remembered the taunts, the cruelty, the way he'd made her feel small and insignificant. Now, he was a therapist? The irony was almost too much to bear. It felt wrong, offensive.

Her hands were shaking as she reached for the door handle. She felt a deep, abiding… sense of unease. She wanted to turn around and run, to escape the suffocating feeling that threatened to overwhelm 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