The email was still open on her laptop screen, the subject line, "Big News!" mocking her. Amelia reread the sentence she'd already read a dozen times. "I'm moving to Seattle next month." Her knuckles were white as she gripped the edge of the desk.

She hadn't answered the email. She'd just stared at it, a cold, hard feeling settling in her chest. She got up and walked to the kitchen, opening the fridge and then slamming it shut, finding nothing that appealed to her. She wanted to throw something.

She turned to go back to her room, but her feet felt heavy, like they were made of lead. She sat on the couch and stared out the window. The world seemed wrong.

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