The sign in the window of Mama Rosa's was a cruel joke. "Thank you for the memories." Memories? The memories were now poisoned. Sarah’s usual cheerfulness vanished as she stared at the words. She'd been a regular for nearly twenty years.

She spat on the ground in front of the window, a small, ugly act of defiance. The world felt wrong, tilted, unbalanced. The setting sun cast long, distorted shadows, and she shivered despite the warmth of the evening. She wanted to scream. She wanted to destroy something.

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