The cafeteria was bustling with students, their laughter and chatter a constant, irritating hum in Elena’s ears. She sat alone at a table, her untouched lunch growing cold. Across the room, her accuser, the classmate whose work she was alleged to have copied, was laughing with friends.

Each bite, each sip of her iced coffee was a small, intentional act of defiance. The feeling in her chest, a restless energy that wanted to burst out of her, felt like a pressure cooker on high. Her phone vibrated in her pocket, a reminder of the upcoming deadline for another assignment.

She pushed her plate away, unable to eat. She had to address this, confront the accusations, clear her name. The injustice of it all fueled her, but the delay was killing her.

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