A vein throbbed in Michael’s forehead. He gripped the edge of the kitchen table, knuckles white. His sister, Emily, was telling their parents about embracing Islam, her words flowing freely, a stark contrast to his own tight-lipped silence. He shifted his weight, the wooden chair creaking under him. He wanted to get up, leave the room, to *do* something, anything other than sit here and listen to the lengthy explanations. The air felt thick, heavy with the weight of her pronouncements. He crossed his arms, the action a small, contained explosion of frustration. He just wanted to know what was for dinner.

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