The meeting was dragging. Sarah kept tapping her pen against the mahogany table, the rhythmic click echoing in the hushed boardroom. Her gaze flitted between the speaker’s droning voice and the clock on the wall. Each tick felt like an eternity. She needed to get home. Her niece, Lily, had drawn another picture, this one depicting a creature with mismatched eyes and a jaunty hat. The same creature. The creature from Sarah’s own childhood imaginings. The thought of Lily's next drawing, and the secret it held, was making her restless.

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