The aroma of cinnamon and sugar that usually brought warmth filled Maria with a cold fury. "The Golden Churros," a sign above the cart on the corner proclaimed. Her stomach lurched. Her family had been selling churros, using her grandmother's recipe, at the local fair for decades.

She crossed the street, her footsteps loud on the pavement. The cart was brightly painted, a stark contrast to the gray cloud that had settled over her mood. She approached the vendor, the man’s cheerful smile grating on her nerves.

"Excuse me," she began, her voice tight, "Do you know who made this?" The man looked confused, and that only made things worse.

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