The waiting room smelled faintly of lavender and disappointment. A framed watercolor painting of a sailboat hung crookedly on the wall. Amelia ran a hand through her already messy bun, tugging at a stray strand. *Him?* She couldn't believe it. Years of avoiding Kevin, the bane of her existence in elementary school, and now she was sitting here, waiting for him. Her stomach churned. He was supposed to be a jerk, not a...professional listener. She tapped a fingernail on the armrest of the uncomfortable chair.

*Knock, knock.* The door to the office opened, and a woman with kind eyes and a welcoming smile emerged. “Amelia?” she asked, a gentle tone to her voice. Amelia just wanted to leave.

“He's ready for you now," the woman continued. Amelia sighed, a sound of profound deflation, and rose to her feet. This was going to be a long hour.

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