The commercial on the television, advertising "Chef Antoine's Beef Bourguignon," made Elias want to smash something. The voiceover gushed about the "centuries-old family recipe," a blatant lie. Elias' grandfather was a chef, and that recipe had been in his family for generations. He knew the secrets; the exact wine, the herbs, everything.

He flicked off the television, the sudden silence amplifying the thrumming in his ears. He hated the thought of that charlatan, Antoine, enjoying the fame and fortune that rightly belonged to him. He found himself pacing. He imagined confronting the man, letting him know the truth.

He clenched his fists, the blood rushing to his knuckles. He could feel it in his veins, in his head, in his soul. Something had to be done.

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