The lawyer had told him the will was straightforward, that this was just a formality. But Mark's foot kept tapping against the antique desk, a staccato rhythm against the silence. He was expected to go through his father's belongings, a task he felt acutely unprepared for. Inside a desk drawer, he found a small spiral notebook.

The first entry: "Swim with dolphins." Mark's jaw clenched. He was already late. Late for what? He wasn't sure. But time, it seemed, was slipping through his fingers. He had obligations, expectations, and a life to live.

The next line: "Write a novel." Mark grunted. He wished he could just make it all *disappear*. The thought of reading this list, item by item, made his stomach churn. He tossed the book onto the desk with a thud. He needed movement, something to break the monotony.

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