Bertram kicked a loose pebble across the dusty cobblestones. He’d just finished reading the newspaper article, the one featuring "Chef Antoine's Secret Spicy Salsa," and the accompanying photo of Antoine, beaming under the restaurant's awning. Bertram, the actual chef, the one who spent months perfecting the balance of habanero, tomatoes, and cilantro, had been conveniently cropped out. The article waxed poetic about Antoine's "hidden family recipe," passed down through generations. He felt a throbbing sensation behind his eyes.

He marched back into the dimly lit kitchen. The aroma of simmering chili mocked him. His own chili. He grabbed a handful of cilantro and began roughly chopping it, his movements sharp and angry. The clatter of the knife against the cutting board echoed in the silence.

"You got a problem, Bert?" Antoine asked, swaggering in. He wore a brand-new, crisp white chef's coat.

Bertram didn't reply, just continued chopping with renewed vigor.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216