He stared at the small, spiral notebook in his hands. David paced the living room, a restless energy coursing through him. He was a man of action, not of contemplation. The weight of his father’s absence pressed down on him. Inside the notebook, he found his father’s bucket list.

The first entry: "Climb Mount Fuji." He wanted to *move*, to *do*. The words, though, offered no solution. The air in the room felt stagnant, suffocating. He needed an escape, an outlet.

He read on: "Learn to play the harmonica." David clenched his fists. He felt the familiar surge of frustration. He tossed the notebook onto the coffee table. He needed to *go*, to leave, to find an answer. This was just a tedious list.

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