He chewed on his lip, his gaze fixed on the slow-moving line at the grocery store. His mother was chatting with the cashier, exchanging pleasantries about the weather. He was short on time, and he needed to pay.

He fidgeted, rearranging the items in his basket. *Hurry up,* he thought, his knuckles white around the handle. He had to be back before the deadline. His muscles began to stiffen.

Finally, after what felt like an eternity, his mother finished her conversation. He paid, feeling the release and the pressure to move at once.

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