She slammed her fist on the steering wheel, the horn blaring briefly in the silent parking garage. The text – "The meatloaf is dry again. And I’m about to lose it." – had gone to her mother. It was meant for her sister, the culprit behind the annual culinary disaster.

Her stomach churned. A knot tightened in her chest. She took a deep, shaky breath, trying to calm the wild thumping in her heart. This year’s family gathering was going to be an unmitigated disaster.

She rubbed her temples, trying to ward off a throbbing headache. She should have switched to a burner phone years ago, she thought bitterly. Now she had to craft a response.

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