The drive home felt longer than usual. Mark gripped the steering wheel a little too tightly, his knuckles white. The package on the passenger seat, clearly visible, was a gift from a student, an incredibly talented young lady he'd once mentored. His mind raced, constructing scenarios, imagining the contents.

He accelerated, his foot pressing harder on the gas pedal. The slow cars ahead felt like obstacles, each red light a personal affront. He kept thinking about what the girl had made for him. He wanted to know 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