The headline screamed at him: "A Culinary Catastrophe." Chef Jackson felt his gut twist. He hated the critic's patronizing tone, the way she'd picked apart his every creation. He chucked the newspaper across the room, it hitting the wall with a dull thud.

He stormed through the kitchen, a whirlwind of frustrated energy. He slammed open the fridge, then the freezer, then slammed them shut again. He grabbed a cleaver and began hacking at a pile of vegetables with excessive force, each chop a furious punctuation mark.

The staff, accustomed to his usual calm demeanor, wisely scattered. He didn't care. All he wanted to do was obliterate something. The review had stripped him bare.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296