The email arrived, a congratulatory message about his "award-winning" sourdough bread. The sender gushed about how much they loved the "Chef Pierre's Perfect Loaf." Arthur spat into the sink. It was *his* recipe, the one he’d guarded like a dragon its hoard.

He ripped the email into tiny pieces, the paper tearing easily in his grip, mirroring the fury that had consumed him. He found himself pacing, the wood floorboards groaning under his frantic steps. The silence of the apartment felt suffocating, and the walls seemed to close in.

He took his favorite knife, the one he used to carefully score the bread, and began to slash at the furniture. The leather couch suffered first. The knife moved with a precision born of years of practice, yet fueled by a rage he couldn’t contain.

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