The fluorescent lights of the accounting department hummed, a sound that usually lulled Amelia into a productive rhythm. Today, it grated on her ears. She drummed her fingers on the cold steel of her desk, each tap a tiny, insistent demand for the move to Marketing to be finalized. The email thread confirming the transfer had been going back and forth for a week, and each message felt like a personal affront to her time.

Amelia glanced at her watch. Another five minutes. She'd told herself she'd wait, but the air in accounting felt thick, stale, as if all the paperwork was trying to hold her back. The clatter of keyboards became unbearable.

She stood up abruptly, her chair scraping against the floor. “I’m just going to check on something,” she muttered to no one in particular, striding towards the office of the HR manager.

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