“God, this is excruciating,” Leo muttered, his voice barely a whisper. He’d been at it for hours, the kitchen table a battlefield of old school papers. Each one felt like a small, irritating obstacle. He needed to leave, to get moving. He imagined the fresh air that awaited him outside, the feeling of the sun on his face.

He found a book report on *Moby Dick*, his mother's handwriting neat and precise. He wanted to finish this today. The feeling of the need to do something else was an electric current running through him. He rubbed his hands together, trying to dispel the feeling, but the tension remained.

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