Maya tapped her foot, a staccato beat against the cold tile floor of the financial aid office. She’d been waiting for an hour, the fluorescent lights buzzing overhead. Her phone battery was dwindling rapidly. She’d already scrolled through all her social media feeds twice. The receptionist, a woman with a perpetually cheerful smile, had promised to call her name “any minute now.” Maya crossed her arms, a shiver running down her spine despite the stuffy room. Each time the door opened, she leaned forward, hoping against hope. Her scholarship, she reminded herself.

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