The antique shop owner, Mr. Henderson, kept calling him “Professor.” The man, whose name was David, gritted his teeth. He'd come in for a simple assessment of a chipped porcelain teacup. Now, this Henderson was handing him a leather-bound book with his name embossed in gold. “A biography, my dear Professor! A literary masterpiece!”

David slammed the teacup down on the counter. The delicate china shuddered. He snatched the book, the smooth leather cool against his sweaty palms. He flipped it open. The first sentence detailed his fondness for obscure bird calls, something he’d only discussed with his therapist, who, incidentally, seemed to have taken a sudden, inexplicable sabbatical. A vein throbbed in his temple.

He threw the book back at Henderson, who barely flinched. “I’ve never authorized this. I want it destroyed. Now.” His voice was low, controlled, but his hands were clenched into fists at his sides.

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