The email inbox blinked mockingly, the little number next to "Unread" a tiny beacon of frustration. Emily had been expecting a reply all morning. The package, a small, elegant box with a silver bow, had arrived at the front desk. She’d recognized the sender's name immediately – a student she'd taught a decade ago.

The phone rang, shattering the tense silence. She snapped up the receiver, her voice sharper than she intended. It was only the principal, but the exchange left her more wired than before. She quickly checked her emails again, and the waiting felt like a physical weight, pressing down on her shoulders.

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