"Another one," Sarah whispered under her breath as the drill screeched to life. She was already late. She had been late for the past week. Her foot tapped on the floor; a quick, staccato beat. She needed to leave, to get to the meeting. The chaos next door was making it impossible to focus.

She grabbed her keys and practically ran out the door. Her breath hitched as she hurried down the street. She glanced back at her house, at the neighbor's property, at the construction site. It was all so chaotic, all so slow.

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