The professor’s office hours were a joke, a test of fortitude. Daniel arrived precisely at the stated time, but the door was locked. He paced the hallway, back and forth, glancing at his watch every thirty seconds. He could hear muffled voices from behind the door. He imagined the professor, leisurely sipping coffee, oblivious to the anguish brewing in the hallway. Finally, the door opened. The professor apologized, his voice light and airy. Daniel could barely contain himself. He struggled to maintain a civil tone as he explained the situation. He felt a throbbing pulse in his temples. He wanted explanations. He needed answers. Immediately.

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