He adjusted his tie for the tenth time, the silk feeling increasingly constricting. The microphone felt far too close to his face, making his breath hitch. His father, beaming from his seat near the head table, seemed to have all the time in the world. He, on the other hand, felt a frantic need to be somewhere else, anywhere else. This whole evening was dragging.

He glanced at the door, as if he could will himself through it. He wanted to be out of here. The clinking of glasses and the murmurs of the crowd felt like a rising tide.

His leg bounced erratically beneath the table, the tremors mirroring the anxiety he felt. “Next up, our son, Michael!” the MC announced, and his heart leaped into his throat.

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