The tiny brush slipped again, sending a blob of crimson across the meticulously painted miniature. Amelia clenched her jaw, the muscles in her face tightening. She’d spent weeks on this Napoleonic infantryman, and now her daughter, Lily, wanted to “help.” Lily, all of eight years old, bounced on the balls of her feet, her eyes sparkling with uncontainable excitement. “Can I try, Mommy? Please, please, please?” Amelia sighed, then bit the inside of her cheek. She just wanted to finish this one figure.

“Maybe later, sweetheart,” Amelia said, the words strained. “Right now, Mommy is… concentrating.” Her voice, she noted, sounded higher than usual. Lily's smile wavered.

The clatter of Lily's toys on the floor seemed excessively loud as Amelia tried to smooth over the blotch. The miniature's pristine details were now threatened by her daughter's presence. She had another hour, maybe two, before the house was quiet.

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