"Alright, everyone, gather round," Coach Johnson announced, his voice surprisingly firm. The team huddled closer, their faces a mixture of excitement and apprehension. I leaned against the back wall, arms crossed, trying to look casual, though a tremor ran through my hand. This whole ordeal was taking forever.

He began listing names, the lucky ones, the ones who had made the cut. Each name was a fresh stab of anxiety. A nervous habit took hold as I began tapping my foot.

"And finally..." He trailed off, flipping another page. My heart hammered against my ribs.

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