He bounced his knee, the movement barely perceptible beneath the crisp linen of his trousers. The ceremony had already dragged on far too long. He adjusted his tie, feeling the silk constrict his throat. The best man’s speech, a meandering tale of college antics, went on and on. He craned his neck, trying to see the exit, desperately calculating how long he could politely linger before making his escape. The room was getting stuffy, and he felt a growing pressure behind his eyes. He wished they would just get to the dancing.

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