The incessant drone of the circular saw sliced through the late afternoon. Margaret buried her face in her hands, attempting to block out the noise. This "renovation" had been going on for weeks, and the constant din was driving her mad. The plaster dust had invaded her house, settling on every surface.

She considered writing a strongly-worded note, but the thought of confrontation filled her with dread. The last time she'd tried to discuss an issue with Mr. Jones, he'd feigned deafness. She had, in the end, given up.

She longed for silence, for the simple pleasure of an undisturbed evening. She just wanted peace. She pictured herself fleeing to the woods, a fantasy of pure, unadulterated solitude, but she was trapped.

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