He stared at the email, the words blurring before his eyes. "Beach Bonfire Bash!" it announced in bold letters. Thomas felt his jaw clench. He'd been meticulously planning a sophisticated wine and cheese tasting, a quiet evening of conversation and appreciation. Now, he was up against a roaring fire, sticky s'mores, and drunken singalongs.

He crumpled the email in his fist, the paper crackling in protest. He felt a sharp jab of irritation, a sudden surge of heat. He'd chosen that particular date for a reason, hoping to avoid any conflicts.

He threw the crumpled email into the bin with a forceful flick of his wrist. He was going to have to do something, anything, to salvage his evening.

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