Rain lashed against the windows of the bar, mirroring the storm brewing inside David. He’d seen Emily, the girl who'd written him love notes, across the room. She was now a confident woman, talking to strangers.

He had marched over to her and introduced himself. Her eyes had widened, a flicker of something he couldn't name, but it vanished quickly. A polite smile. A vacant stare. “I’m sorry, I don’t think I remember you.”

His jaw clenched. He wanted to ruin her evening, to make her feel the same sharp, twisting pain that had taken up residence in his chest. He grabbed a handful of peanuts, crushing them in his hand and watching the crushed remains spill onto the floor.

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