The email icon blinked, a malevolent eye winking from the screen. Sarah drummed her fingers on the desk, each tap a staccato rhythm against the mounting frustration. She’d been waiting for a reply from the literary agent for weeks. They were supposed to call a week ago. Her favorite author, Elias Thorne, had sent her fan mail. A signed book. Now, this radio silence.

A vein throbbed in her temple. She chewed on the inside of her cheek. Each second stretched into an eternity. This was a complete and utter waste of time!

She stood and paced the small room, the creak of the floorboards a soundtrack to her growing annoyance. She needed to know. The feeling in her stomach was like the slow burn of something about to erupt.

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