"Are you serious?" Zara’s voice was sharp, a knife cutting through the thick air of the university cafeteria. She'd just been called in for a meeting, which she'd been expecting and dreading. Across the table, the admissions officer stammered, offering a vague explanation about an administrative error. Zara couldn't sit still, her fingers drumming an erratic rhythm on the table. The plastic forks and knives rattled as she pushed them back and forth. The room swam with the smells of other peoples lunches, but she couldn't eat.

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