Sweat beaded on Coach Miller's brow as he reviewed the roster for the tenth time. The fluorescent lights of the gymnasium buzzed, a sound that grated on her nerves. She tapped her pen against the clipboard, the rhythmic sound echoing in the otherwise silent room. Every tick felt like a hammer blow against her skull. The players milled about, laughing and joking, oblivious to the impending doom that she was holding in her hands. She just wanted it over with.

Finally, she stood. Her stomach lurched. The walk to the bleachers felt like a trek through mud. She cleared her throat and the sudden silence pricked at her ears. "Can I have everyone's attention, please?" The words felt clumsy as they left her mouth.

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