The bus was late, of course. Sarah glared at the empty street. She'd told herself she'd finally start reading again, but now, stuck at the bus stop, she felt a familiar burn of irritation. She rummaged through her bag for the book she’d purchased the day before.

As she opened it, a folded note fell out. She sighed, she was already distracted enough. But she picked it up anyway.

The letter spoke of a long journey, of leaving home and the fear of the unknown. Sarah, waiting, felt a connection to the unknown traveler. She hoped they had made it. She glanced at the empty street once more, her brow furrowed. The bus should have been here 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