Sweat beaded on Maya's forehead as she slammed the file cabinet shut, the metal shrieking in protest. She'd been hunting for Professor Davies' final lecture notes for nearly an hour, her breath coming in ragged bursts. Why couldn't she just find them? She was supposed to be reviewing them this morning, preparing for her own presentation. Now, she was going to be late. Again.

She stormed towards Professor Davies' office, her fingers drumming a furious tattoo on her thigh. The door was unlocked. Inside, the room was eerily bare. His desk was completely cleared, all the personal knick-knacks gone. A single, typed note lay in the center of the desk: "Retired. Best wishes, Maya." She cursed under her breath.

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