"Did you hear?" the receptionist asked, her voice barely above a whisper. "About the meeting?" Her tone fueled Emily's agitation. She’d been staring at her computer screen for hours, the lines of code blurring before her eyes. The thought of the company being sold made her want to scream.

She pushed her chair back, the wheels squeaking in protest. She had a deadline to hit, but her mind was elsewhere, fixated on the impending doom. She needed a distraction, something to take her mind off the anxiety that had been steadily mounting.

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