The envelope, addressed in a familiar, overly cheerful cursive, lay unopened on the kitchen table. Amelia avoided it like a plague. She busied herself with washing dishes, the rhythmic clinking a futile attempt to distract herself.

She finally picked it up, her fingers trembling ever so slightly, and the corners of her mouth tightened. The embossed crest of her old high school felt like a taunt.

"Come celebrate *us*!" it read. The audacity of "us". She rolled her eyes, her shoulders sagging. She considered ripping it to shreds. She considered calling the caterer and ordering food to be delivered to her house. She considered going to bed and staying there until it was all over.

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