The cafe was stifling, the air thick with the smell of burnt coffee and expectation. Elias drummed his fingers on the cheap laminate table. The festival director had promised a prime spot, right near the stage. He’d arrived an hour early. Still, the announcement seemed forever away. He tapped his foot, a frantic staccato against the tile. His gaze kept flicking towards the stage, where the next act was just finishing up, their instruments being hurriedly packed away. He wanted to go on! He wanted it now.

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