The list was tucked inside a well-worn copy of *Atlas Shrugged*. “Build a treehouse.” “Go skydiving.” “Master a foreign language.” This was Mark's. The words seemed to jump off the page, mocking him. Liam felt a surge of adrenaline.

He threw the book across the room, the binding cracking. Why was Mark so content to just… exist? They had the money, the time. Why hadn't he at least tried?

He paced the length of the living room, feeling a knot of frustration in his gut. The silence of their apartment felt oppressive, the walls closing in. He grabbed his keys from the hook.

He heard the familiar sound of Mark's car pulling into the driveway. His own movements felt frantic.

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