The hallway felt narrow, the air thick with unspoken dread. David ran a hand through his hair, the gesture almost frantic. The framed diplomas on the wall seemed to mock him, each title a reminder of the years that had passed. The clock on the wall was mocking him, too. He'd been seated here for 30 minutes, and the seconds dragged on like an eternity.

He’d almost turned around and left. The thought had crossed his mind more than once. The woman at the desk was pleasant, but David found her attempts to placate him infuriating. All he wanted was to get it over with.

Finally, the door opened. A voice, familiar yet altered, called out his name. The sight of his childhood nemesis, now a counselor, standing before him, made him want to scream.

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