Sarah slammed the car door, the metal echoing in the otherwise empty parking lot. A small, wrapped package rested on her passenger seat. It was from Kyle, a student she had spent countless hours trying to motivate. He’d called her a ‘monster’ on the way out the door after failing her class. The gift, obviously, was a pathetic attempt at apology.

She ripped the wrapping paper, a cheap, glitter-covered mess, revealing a small, tarnished silver locket. She flipped it open, seeing a faded photo of herself. Her jaw clenched. She remembered all the sleepless nights, the wasted energy.

She threw the locket into the trash. It was a clear affront to her and all her years of hard work.

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