Eliza drummed her fingers on the steering wheel, the sun's glare reflecting off the car's windshield. She'd been parked outside the coffee shop for nearly ten minutes, a low thrum of frustration building inside her. She spotted Mark through the window, hunched over a textbook, a furrow in his brow. He was diligently studying something, a language she knew he'd been struggling with for weeks. Her own Mandarin, learned as a child, was now a dusty treasure chest, locked away.

She sighed, a frustrated puff of air. The aroma of brewing coffee, so enticing earlier, now did little to ease her mood. He was supposed to be picking up her favorite pastries! A wave of irritation washed over her.

“*Duìbùqǐ*," she heard him mutter, even from this distance. "I'm… I'm sorry." He was practicing apologizing.

Eliza shifted in her seat. Time moved so slowly when she was stuck waiting.

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