"Oops," she muttered, staring at the screen. The carefully crafted, sarcastic critique of her coworker's presentation, meant for her gossipy friend, was now sitting in her coworker's inbox. She felt the blood drain from her face, leaving her chilled. A wave of nausea washed over her.

She hated the coworker, and she hated what she’d done. She ran her hands through her hair, tangling it. The air in the room felt thin. She suddenly wanted to leave, to disappear. She was a coward, hiding behind her phone.

She threw the phone onto the desk. Maybe she could claim a technical issue, a glitch. She knew it wouldn't work. The shame was a bitter taste in her mouth.

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