The silence of the evening was broken only by the rhythmic click of knitting needles. Sarah, her brow furrowed in concentration, was racing against the setting sun. Her son, Ben, sat opposite her, his fingers already itching to participate. Sarah had taught him to knit, but he was still a beginner.

"Can I try a row, Mom?" Ben asked, eyes sparkling with enthusiasm. Sarah stopped her work, a knot forming in her stomach.

“Not now, honey,” she said, the words tumbling out. “I'm busy with this shawl for Grandma. I have to finish it by tomorrow.” The deadlines were getting to her.

Ben’s lower lip trembled slightly. He picked at a loose thread on his jeans. The soft click of the needles, usually soothing, now felt like a relentless reminder of time slipping away.

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