He bounced on the balls of his feet, his gaze darting between the dusty display cases and the slow-moving clerk. The pawnshop smelled of old metal and desperation, a scent that usually didn't bother him, but today it was a physical weight. Every second that ticked by was a hammer blow against his composure. He imagined his grandmother's face, the slight tremor in her hands as she’d shown him the photo of the ring. He needed to find it, now.

"Anything yet?" he asked, his voice tight, barely above a whisper. The clerk, a thin man with a bored expression, slowly shook his head, continuing to buff a tarnished silver bracelet.

He glanced at his watch again, the sweep of the second hand a mocking reminder of the passing time. The ring was here, he could feel it, just hidden out of sight.

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