Liam drummed his fingers on the cardboard box, the hollow thud echoing in the quiet study. He shifted his weight, legs aching from standing. He had a million other things he could be doing, things he *wanted* to be doing. He’d promised to call a friend, catch up on some shows. Now, here he was, sifting through his mother’s old homework.

He flipped through a math quiz, the answers scrawled in a frantic hand. Then a book report on *The Hobbit*, heavily underlined and annotated. He felt his jaw clench. This was going slower than molasses in January. He glanced at the clock, a knot forming in his stomach. How much longer?

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