The constant noise was making Amelia’s head pound. She’d tried earplugs, noise-canceling headphones, and even a white noise machine, but nothing seemed to work. She felt a throbbing sensation in her temples. The air in her own house was thick with the scent of sawdust and something… acrid. She needed silence.

She glanced at the half-finished knitting project in her lap, then tossed it aside. Concentrating was impossible. She marched over to her window, a restless energy coursing through her. She felt compelled to know, to understand, how much longer this would take. It felt like an eternity.

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