She threw the framed family photo across the room. The glass shattered, sending shards of memory skittering across the hardwood floor. In the picture, she was grinning, arm slung around a man who wasn't her father, a woman whose face was now a complete stranger. The DNA results had confirmed it: she wasn’t related to the people who’d raised her.

A coldness settled in her chest, a glacial grip tightening with each passing moment. She kicked at the wreckage, the sharp edges of the picture frame a momentary release for the pressure building within. She hated their lies, their fabricated history.

She grabbed her coat, not bothering to change out of her pajamas. The world outside seemed just as empty as the shell of a life she'd thought she lived. The air felt thin, barely enough to sustain her as she headed toward the place where the people she thought of as parents lived, her jaw set, her eyes cold.

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