"Are you serious?" Sarah practically spat the words at the gate agent. The woman flinched, but Sarah was beyond caring. Her audition was today – the biggest opportunity of her career. And now? She was stuck in this purgatorial airport with no hope of getting to her destination on time.

She began to rifle through her carry-on bag, searching for something, anything, to distract her. She found a crumpled script, her fingers tracing the lines she had practiced countless times. The words felt hollow now, devoid of meaning.

Her chest felt tight, as if a physical weight were pressing down on it. She looked around the gate area at all the other delayed passengers. They were a collective of miserable faces. She was certain her own was no different.

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