The notification popped up on Amelia’s phone, a cheery little face smiling back at her. “Mark Thompson sent you a friend request.” Her fingers tightened around the phone. Mark Thompson. Twenty years. Twenty years she’d gone without seeing that smug, freckled face, and now… now he wanted to be friends?

She almost dropped the phone. A familiar churning began in her stomach, a bitter taste rising in her throat. Her knuckles turned white as she stared at the screen, the little “Confirm” button practically vibrating with an annoying enthusiasm.

Amelia’s apartment suddenly felt too small, the sunlight streaming in the window too bright. She paced, her jaw clenched, muttering under her breath. “Confirm? Absolutely not.” She needed air, needed to be somewhere other than trapped with that digital specter of her past.

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