The adoption agency’s file, now in his hands, felt like a loaded weapon. He’d driven for hours, the rural scenery blurring into a monotonous green and brown. He parked the car, his fists clenching around the steering wheel, and then, at the top of the driveway, he found the house. He forced himself to walk to the front door, the envelope burning a hole in his pocket.

Inside, the house felt too bright, too cheerful. The woman who opened the door, the one listed as his birth mother, smiled, and then the smile withered when she saw him. He didn’t reciprocate. He wouldn’t. Every ounce of his being was a coiled spring.

He listened to her hesitant explanation, her tearful pleas for understanding, and his face remained impassive. The words bounced off him, meaningless. He felt a deep-seated contempt for her, for the life she’d started without him. He'd come to inflict the pain he felt, not to forgive it.

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