The email was late. He checked his phone again, the screen a cold gleam in the dim lecture hall. Sunlight was filtering through the dirty windows, illuminating dust motes dancing in the air, a dance that felt mocking in its slow, deliberate pace. He drummed his fingers against the worn wooden desk, the rhythmic tapping a counterpoint to the professor’s droning voice. He glanced at the clock on the wall; ten minutes until the end of the class. He just wanted to go and check his email.

He’d been waiting for this all semester. He bit down on his lip. The news had to come through today, he could feel it. The whispers, the nervous glances, the sudden meetings behind closed doors… It all screamed the inevitable.

He shifted in his seat, his leg bouncing restlessly. He imagined the email, the terse wording, the official tone. He wished they would just get it over with, whatever it was.

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