The air in the music room felt thick and heavy. The silence was suffocating. He waited, drumming his fingers against the worn wooden piano keys. He needed to hear back about the audition. He needed the part. He could almost feel the sweat beading on his forehead.

He'd scrolled through his social media feed dozens of times. He was desperate for the validation he wasn't getting yet.

Another notification. It was from his choir teacher, Mrs. Gable. She'd shared one of his practice videos. It wasn't the news he craved, not yet.

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