The hum of the airport grew deafening. Thomas ran a hand over his tired face. His father's birthday party was tonight. His flight was delayed, ruining his plans. He was always trying to be there for his dad, and this was an enormous disappointment.

He crossed his arms tightly across his chest, the gesture a futile attempt to contain his rising frustration. He glanced at his phone, checking the flight status for the hundredth time. The delay was holding.

He felt a tightness in his chest, as if a physical weight were pressing down. He stood up abruptly and started pacing back and forth, muttering to himself under his breath.

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