The vinyl chairs of the waiting room pressed into Clara’s back. The room felt stifling. She fiddled with the strap of her purse, a nervous habit. Time stretched, each second a painful drag. Why did this have to take so long?

She wanted to be inside, already working through her issues. She felt as though she was simmering. She’d made a list, prepared her thoughts, and yet, she was stuck in this holding pattern.

The door opened. It was him. Her childhood tormentor, now a therapist. A jolt, a physical sensation of frustration and defiance, surged through her.

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