The ornate grandfather clock in the hall boomed, each chime echoing through the silent house. Emily wanted to scream. Her grandfather, lost in reverie, was describing the history of the porcelain doll they were selling. It felt as if time was moving at a crawl.

She couldn't sit still, her legs bouncing under the table. She wanted out. She wanted the check. She needed to move on, to escape the suffocating weight of sentimentality. She felt a knot in her stomach, twisting with each passing moment.

She cut in, her voice sharper than she intended. "Grandpa, are you done? Can we move on now?"

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