The phone felt heavy in Sarah’s hand. She’d already been on hold for ten minutes with the city, trying to figure out if her neighbor actually needed a permit for the blasted fence. She was drumming her fingers on the counter, a staccato rhythm against the silence.

She glanced out the window and saw him pacing the length of his property, measuring and calculating. She let out a frustrated sigh. This whole situation was draining. Her eyes began to hurt, and she felt the knot in her shoulders tighten.

“Yes, I understand,” she said to the phone, her voice flat. “But… I just need a *straight* answer."

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