"Finally!" Thomas muttered under his breath, jamming the key into the lock of his mentor's office. He'd been stuck in traffic for an hour, delayed at the scene of an accident. His mentor, Dr. Evans, was the only one who could guide him through the final step of his surgery. He checked his watch. Time was running out.

He burst into the office and found it empty. A single, plain envelope sat on the desk. He ripped it open. Inside, a brief note: "Retired. Good luck, Thomas." He balled the note up and chucked it into the nearest trash bin. He had a surgery to prep for. His breath came quickly.

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