The aroma of freshly baked bread filled the kitchen, a comforting scent usually welcomed by Sarah. Tonight, however, it seemed to taunt her. Her son, Ethan, hovered, his nose practically touching the cooling rack. He wanted to help her with the sourdough starter, a project that had become their shared passion. But Sarah needed this batch perfect. A food blogger had commissioned her, and the clock was ticking.

“Can I stir the dough this time, Mom?” Ethan asked, his voice hopeful. Sarah's hands tightened around the rolling pin.

“Ethan, please,” she said, her tone sharper than intended. "I'm right in the middle of this. It's really delicate.” He was good for the first few batches, but eventually started adding too much water. It was getting late. She wanted to relax and do something else.

Ethan's face fell. He shuffled over to the table and began to absentmindedly flick crumbs. The scent of yeast and flour suddenly became oppressive.

Emotion: impatient

Cluster: Anger / Hostility
PC1 (Valence): -0.33 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion impatient. 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 impatient stories, after denoising with neutral dialogue baselines, produces the impatient emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the impatient vector is projected through the unembedding matrix.

Promoted:
de0.527
impatiently0.434
impatient0.413
S0.396
impatience0.351
Suppressed:
-0.298
s-0.298
newfound-0.272
께서-0.265
заслу-0.264