The vein in Mark’s forehead throbbed. He’d just finished a long day, and all he wanted was a beer and a quiet evening. Instead, Mrs. Peterson was at his door, brandishing a dog-eared pamphlet about different fence styles. He rubbed his temples.

He could feel a tremor starting in his left leg, and he shifted his weight. "Mrs. Peterson, with all due respect, I'm not really… qualified to comment on the aesthetic merits of a split-rail versus a privacy fence. I just want to… relax."

She sighed dramatically. "But Mark, darling, it *affects* your property value!" His eyes flickered to the untouched lawn he took such pride in. His lip twitched.

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