The phone vibrated on the table, a constant, irritating buzz. Anna ignored it. It was from her mother, probably asking if she’d heard the news. She had. And the knowledge had sparked a fire in her, a burning resentment that consumed her. A half-brother she never knew, a ghost from her father's past.

She’d spent years forgiving her father's mistakes, patching up the damage he’d caused. Now this. It felt like a betrayal. She felt a profound sense of… something akin to rage. She slammed the book she was reading shut.

She got up and started washing dishes, scrubbing the plates with unnecessary force, the soapy water splashing against her skin. The sink, usually a source of calm, now felt like a cage, a confinement. The phone continued to buzz, a steady reminder of the world outside, the world she was trying desperately to shut out.

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