Maya slammed the car door with more force than necessary. The rain was coming down in sheets, reflecting the streetlights. She’d been looking forward to a quiet night in, watching her show and eating nachos. Then, *he* had to show up. A tap on her window startled her. It was Ben, the online friend she'd been chatting with for months about obscure indie movies.

"Hey!" Ben chirped, holding a slightly soggy pizza box. "Fancy seeing you here! What a coincidence!" Maya pinched the bridge of her nose.

"Yeah. Real... *coincidence*." She forced a smile, the corners of her mouth twitching. All she wanted was to be alone. Now, she was going to have to make small talk. In the pouring rain. With a pizza.

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