The photograph, faded and creased, felt like a betrayal. I stared at the picture of us, young and carefree, and then at her, now a stranger, across the crowded restaurant. "I don't recall you, at all," she'd said.

I felt a surge of heat, a burning sensation that started in my chest and radiated outwards. My hands fisted, nails digging into my palms. I wanted to spill my drink on her, to shatter the crystal glass against her perfectly composed face.

Instead, I took a long, slow sip of the cold water, the coldness offering a small reprieve. I forced a smile. "No problem," I said, my voice sounding unnaturally calm, almost detached.

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