The waitress placed the menu in front of Clara with a delicate flourish that infuriated her. Clara’s breath hitched in her chest. The small, unassuming piece of paper felt heavy with the weight of impending doom.

“Are you ready to order, dear?” the waitress asked with a smile that felt utterly oblivious.

Clara wanted to scream. She wanted to yell, to demand answers. She wanted… she didn't know what she wanted, only that she wanted it now. She grabbed the menu with a jerky movement, scanning it at lightning speed, as if the food descriptions held the key to survival.

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