The late afternoon sun cast long shadows across the empty classroom. Sarah tapped her pen against the worn wooden desk, the rhythmic clicking echoing in the stillness. A package, haphazardly wrapped in brown paper, sat on the corner of her desk. It had been there since the morning, and the absence of any indication of its contents was beginning to grate on her. She glanced at the clock again. Five minutes until the end of her planning period. Surely, the sender would have the decency to include a note, a clue!

She rose, pacing the small space between the whiteboard and the bookshelf. Her fingers itched to tear it open, but a sense of decorum, and perhaps a desire to prolong the mystery, held her back. The bell rang, and she jumped, startled by the sudden clamor. Students swarmed in, and Sarah knew she'd have to wait.

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