She fumbled with the clasp of her purse, her fingers clumsy and trembling. The air in the pawn shop felt thick and suffocating, each breath a struggle. The shop owner, a woman with a meticulous nature, was carefully arranging a display of cheap costume jewelry. Each slow, deliberate movement felt like a deliberate act of defiance. Time seemed to have stalled, each passing second a torment.

“Could you just look, please?” she finally asked, her voice barely audible.

The woman straightened, her gaze fixed on her. “I’m looking, dear. Just takes a little time.” The words did nothing to quell the feeling bubbling up inside.

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