The waiting room seemed to shrink, closing in on Emily as the minutes ticked by. She ran her fingers across the worn fabric of the couch, a nervous habit. She’d been waiting for an update, the most important piece of feedback, the final stage. She was so close to finishing the master’s program.

The door opened, and Professor Carter stepped out, looking grim.

"Emily, can you step in here?"

She followed him, a sense of foreboding settling in her chest.

"I have to tell you," he began, his voice flat, "I will be leaving the university."

Emily felt a coldness creep through her bones.

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