The boarding pass felt slick with sweat. Amelia tapped her foot against the cold tile floor of the gate, each thud a metronomic beat against the rising tide of her unease. Her brother’s wedding started in three hours. Three hours and the flight wasn't even scheduled to begin boarding. She chewed on her lip, a nervous habit she hadn’t indulged in since she was a child. The digital screen flashed a new, disheartening message: delayed.

The airline attendant, a young woman with a bored expression, offered platitudes about weather conditions. Amelia barely heard her. She glanced at her watch again, the second hand seeming to move with deliberate slowness. A knot formed in her stomach, tightening with each passing minute.

She decided to pace, circling the gate area like a caged animal. The chattering of other passengers, once a background hum, now grated on her nerves. She ran a hand through her hair, tangling the strands. This was going to be a disaster.

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