The lawyer’s office, with its imposing mahogany desk and the sterile smell of air freshener, only amplified the tension. Sarah tapped her foot incessantly. Her cousin, Michael, was blithely discussing the valuation of her grandmother’s engagement ring. The ring, a sapphire surrounded by diamonds, was more than just jewelry. It was a tangible link to her family’s history.

"It's a good price," Michael kept repeating, his voice devoid of any warmth. She felt a burning sensation in her eyes, a prelude to a storm.

She gripped the strap of her purse so tightly her knuckles ached. This was about more than just money. It was about losing a piece of herself.

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