Sweat beaded on Maya’s brow as she checked her watch for the tenth time. The digital numbers mocked her with their slow, deliberate crawl forward. She drummed her fingers against the cold, metal surface of the desk, the rhythmic tapping a frantic counterpoint to the quiet hum of the library. Dr. Chen’s office was supposed to have been her first stop this morning. Instead, a terse email announced a hastily scheduled meeting. A meeting that was already ten minutes overdue. She shifted in her chair, a knot of unease tightening in her stomach.

The door finally opened and Dr. Chen emerged, his face etched with a forced smile. "Maya, come in, come in."

"What’s this about?" Maya asked, barely able to keep the tremor from her voice. She had been so close to submitting.

He gestured towards a chair. "I have some news. I’m accepting a position at Stanford."

The words hung in the air, thick and heavy. Maya's breath hitched.

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