The elevator doors chimed open, and Sarah practically lunged out, her heels clicking a frantic rhythm against the polished floor. Each second felt like an eternity. She’d been waiting for the email, the call, anything. The interview had been last week.

She slammed the coffee cup onto her desk, the lukewarm liquid sloshing over the rim. This was ridiculous. The suspense was a physical weight in her chest. She fiddled with the stapler, organizing the same three documents for the fifth time.

Her phone buzzed. She snatched it up, heart leaping into her throat, only to find a notification about a discount at a shoe store. She threw the phone back down with a frustrated huff. How long could this possibly take?

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