The sunlight sliced through the grimy window of the pawn shop, illuminating dust motes that danced tauntingly in the air. Evelyn's hand, balled into a fist, rested on the glass counter. She’d been staring at the same collection of tarnished watches for what felt like an eternity. The shop owner, a woman with a mountain of tangled gray hair, was meticulously organizing a display of cheap trinkets.

"Are you absolutely certain you don't have it?" Evelyn asked, her voice tight. The question had already been asked several times in the past thirty minutes.

The woman sighed, her eyes rolling towards the ceiling. "I told you, honey, I got a lot of inventory. Gotta look through it all." Evelyn felt heat bloom in her chest, a burning sensation that threatened to consume her.

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