The coffee tasted like ash in Maya's mouth. She chewed the inside of her cheek, staring at the glossy page. Her essay. *Her* essay, about the ridiculous summer she spent volunteering at a goat farm. It was now staring back at her, a monument to her youthful awkwardness, in the "Essays That Got Them In" section of the admissions guide. A woman across the table, crinkling the corners of her magazine, let out a loud, “Hmph!”

“Ugh,” she muttered, slamming the guide shut. Her stomach twisted, a familiar feeling when she was stressed, as though she’d swallowed a rock. This whole thing was a bad joke.

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