The study hall was quiet, but Amelia’s thoughts were anything but. She paced, restless, back and forth in front of the window. Her roommate, Jessica, was usually a chatterbox, but had been silent all day. Her journal was on the desk.

Amelia’s leg shook as she flipped through a textbook, unable to concentrate. Her palms were clammy, her breath shallow.

She ran a hand through her hair, desperate to get it over with.

“Jessica,” Amelia said, her voice tight. “Did you read my journal?”

Jessica didn't meet her eyes. She just bit her lip and then the answer came. It was worse than she thought.

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