The train chugged along at a glacial pace. Amelia fidgeted, shifting her weight from one foot to the other as if the movement could somehow propel the carriage forward. Her palms were damp, and a knot of unease twisted in her stomach. She stared out at the passing landscape, a blur of green and brown that did little to calm her escalating anxiety. The letter, confirming everything, was tucked safely in her handbag, but it felt like a heavy weight, a ticking time bomb.

She tapped her foot against the metal floor. They were getting closer to the station and her meeting, and she needed to reach her destination immediately.

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