The announcement on the bakery's website hit George like a punch. "Closing its doors..." it read, its coldness a stark contrast to the warmth of the sourdough bread he loved. He slammed his laptop shut, the metallic sound echoing in his otherwise quiet apartment.

He paced the length of his living room, his agitation growing with each step. He couldn’t believe it. Everything good always seemed to get taken away. He glared at the framed picture of his family on the mantelpiece, a familiar resentment simmering. He poured himself a glass of whiskey, a habit he'd been trying to break, and gulped it down.

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