The minutes dragged by like molasses. David couldn’t focus on the spreadsheet in front of him. His leg bounced, a nervous tremor that he couldn’t seem to control. The internal clock was ticking.

He walked to the window, gazing out at the city below, but the view offered no distraction. He turned back to his desk, grabbing a pen and clicking it open and closed, open and closed.

He picked up the phone. Should he call? No, that would seem too... eager. He took a deep breath, trying to calm his racing heart. He needed something to do, some action.

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