"Just… send the file already!" Leo hissed, practically vibrating with a pent-up energy. His stomach felt tight, a constant clench. He had worked all night on the project. Now, he was waiting.

He paced the length of his tiny dorm room, phone clutched in his hand. The flickering light from his laptop screen danced across the walls, making the shadows seem to writhe. He had sent the final draft to his group partner, Sarah, an hour ago. He needed to know if it was approved.

A chime. He pounced. His science teacher, Mr. Gable, had followed him. He wanted Sarah's approval, now. He hated being in the dark.

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