The slam of the front door echoed in the sudden silence. Sarah threw her keys onto the counter, the jangle of metal a punctuation mark to her frustration. The oak, a behemoth of a thing, lay sprawled across Mr. Henderson’s lawn, its gnarled branches obliterating his prize-winning petunias. And the man was already outside, waving his arms and yelling into his phone. Honestly. She’d warned him. For years, she’d told him that tree was a hazard.

She pressed her temples, a dull ache throbbing behind her eyes. Time to put the kettle on. Tea. Maybe that would calm her.

A frantic knock shattered the quiet. Of course. Mr. Henderson, his face a mottled red, stood on her porch, already launching into a tirade about his insurance and the “complete and utter disregard” she’d shown.

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