“Come on, come on, come on,” she muttered under her breath, staring at the loading screen. Her laptop fan whirred like a frantic insect. She could feel her palms getting sweaty.

She was waiting for the official announcement. The rumors had been flying for weeks, and the suspense was now almost unbearable.

Her leg bounced relentlessly, creating a constant tremor in the creaky old chair. She took a deep breath, trying to calm herself, but the air felt thin and unsatisfying. The screen finally loaded. She leaned forward, her eyes scanning the announcement.

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