The kitchen was a minefield of spilled flour, meticulously arranged sprinkles, and cooling chocolate. Sarah stood at the counter, arms crossed, watching her daughter, Chloe, a whirlwind of activity. Baking. Always baking. What had started as a shared weekend activity had become an all-consuming passion.

“Mom, do you think the buttercream is too stiff?” Chloe asked, her brow furrowed with intense concentration. Sarah glanced at the clock; it was nearly dinner time.

She had envisioned making a simple dinner, but now the oven was filled with cupcakes, and the countertop with a chaotic symphony of ingredients. The sheer amount of sugar and the potential for a sugar rush filled her with a feeling of mild dismay. She wished she had never taught Chloe how to bake.

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