The train rattled along, a metallic beast hurtling toward the city. The noise grated on Maya's nerves. She tapped her foot, a relentless beat against the grimy floor. She was on her way to the final competition and all she could see were the endless possibilities that lay ahead of her.

Her phone buzzed, a harsh, intrusive sound. It was a text from the competition organizer: “Please arrive immediately. Something has come up.” Her stomach lurched. What could be the issue? She had rehearsed, perfected her performance. Nothing should go wrong.

She stared out the window, watching the blur of passing scenery. The wait felt like an ice bath. Her hands felt clammy. She pulled out her lip balm and reapplied it, something to do with her hands.

The train screeched to a halt. When would she get there already?

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