The gallery owner, a slick man with a perpetually oily smile, was trying to explain the "artistic merit" of the unauthorized exhibit, waving his hands about like a conductor leading a cacophonous orchestra. Leo gripped the edge of the flimsy folding chair until his knuckles were white. The man hadn't even bothered to *call*.

A cold knot formed in his stomach. Each painting, a piece of his soul, was displayed under the wrong lighting, with the wrong descriptions, and, worst of all, with a pretentious blurb about "the artist's exploration of post-industrial ennui." Leo's exploration was about paying rent. He clenched his jaw.

He could feel a pulse hammering at his temples. He needed to get out of this place. Now. He excused himself, muttering something about needing air, and practically bolted for the door, leaving the gallery owner mid-sentence.

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