Sweat beaded on Mark's forehead. His grandmother, bless her heart, was rambling again. "Your grandfather, you know, he gave me this pocket watch when we…" Mark cut her off, his voice sharper than intended. "Grandma, can we just get this done? I have a meeting in twenty minutes, and this auctioneer is waiting."

The auctioneer, a portly man with a slicked-back hairstyle, shifted in his seat. The heavy air of the dining room pressed down on him. A vein throbbed in his neck. He needed to leave. He needed this over. He needed to escape the stale scent of mothballs and regret.

He glanced at his watch again. Twenty-two minutes. He felt the tension coiled tight within him, a spring threatening to snap.

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