The queue at the checkout counter crawled along at a glacial pace. David, arms crossed, shifted from foot to foot. He had a meeting in thirty minutes. He grabbed a copy of “Moby Dick” from a bargain bin, hoping to appease his frustration.

He flipped the book open, seeking the easiest page to start on. A slip of paper spilled out. He snatched it up, shoving it roughly into his pocket. He'd look at it later, he decided. The book was a distraction, an escape.

The letter, when he finally examined it, was short, blunt. A goodbye. A final plea. David felt his annoyance dissipate, replaced by a strange sense of empathy. He wished he had more time.

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