The air in the art studio felt thick, heavy with the scent of turpentine and oil paints. The canvas stood untouched, a stark white rectangle staring back at Ava. Her hands twitched, yearning to grab her brushes and start painting. She couldn't focus.

Across the room, Kai was immersed in a book, the pages a blur of Cyrillic script. He was diligently working on her Russian. He was planning to surprise her with his skills.

She shifted her weight from one foot to the other. She wanted to finish her work for the showcase this weekend. She needed to feel the satisfaction of creation. She let out a frustrated sigh, which turned into a silent growl.

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