The train chugged along, carrying her back to the town where she grew up. Every passing mile felt like an eternity. She tugged at the collar of her shirt, a nervous habit that had returned with the journey.

Her vision blurred slightly as she saw the familiar landmarks. She just wanted to arrive already.

When she arrived, she saw it immediately. The space where the old willow had stood was empty. The wound was raw, the absence a gaping hole in the memory of the place. She felt a wave of dizzying frustration.

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