He tapped his foot against the floor, a rhythmic beat of growing disquiet. The appointment was running late. He checked his watch for the third time in as many minutes.

It was Mrs. Bell. The very same Mrs. Bell who had terrified him with her exacting standards in high school. Now, she was his son’s principal. Her voice, calm and measured, filled the waiting room.

"It will be just a few more minutes," she said. He managed a strained smile. He wanted to be anywhere else. He wanted to move, to run, to escape this stifling anticipation. The minutes dragged by, each one a torment.

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