He picked up the phone. His ex-wife. She knew, of course. She was the one who'd found out. He clenched the phone so hard it felt like it would crack. "So," she said, her voice dripping with… something. He didn’t want to analyze it. It made him feel… unwell.

His half-sister. He hated the word. It tasted like ash in his mouth. He thought about his father, the man he'd barely known, and the anger flared. This woman was the consequence of his father’s choices. His father, who abandoned his family.

He slammed the phone down. The sound echoed in the empty apartment, a stark reminder of his isolation. He paced, each step fueled by a familiar, unwelcome bitterness. He wouldn't. He wouldn't let this intrusion affect him. But he knew, deep down, it already had.

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