"Where is she?" Sophia muttered, slamming the locker shut. She had a meeting with Professor Ramirez in five minutes, and she was already late. The presentation was due today, and she needed feedback immediately. She ran down the hallway.

She burst into Professor Ramirez's office. The office was completely empty. There was a small, hand-painted sign that read, "Gone exploring! Good luck, Sophia." Sophia's eyes narrowed. She had a presentation to give, and she was on her own. She began making a list of changes she had to do.

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