The exam results were due, and the waiting room of the university library was a pressure cooker. Maria chewed her lip, her heart racing as she sought a distraction. She pulled out a book on astrophysics, which she had planned on reading for weeks.

A small, folded note fell out. She glared at it.

The letter was a plea to the universe, written in a language she didn't understand. Maria felt a sudden pang of anticipation. Her eyes scanned the foreign script, hoping to find an answer. She should be reading.

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