Liam drummed his fingers on the worn tabletop, the repetitive rhythm echoing in the quiet coffee shop. The scent of roasted beans offered no comfort. He’d ordered his usual, an Americano, but it remained untouched, growing cold. He’d submitted his manuscript, the culmination of years of work, to "Veridian Press", a publisher he'd dreamed of being published by.

He glanced at his watch. Again. Every minute felt like an hour. He knew it took time, that the process was lengthy, but the waiting was maddening. He pictured his novel, bound and finished, on the shelves, waiting for the world to see it. It was so close he could almost reach out and touch it.

The barista called out a name, his glance snapping over at the counter, a flash of hope flitting across his face. But it wasn't his name. He slumped back in his chair, a sigh escaping his lips. He ran his hand through his hair, tugging at the strands.

He began to imagine all the problems that they would find in the manuscript. He wanted to rewrite it and resubmit it, but he had 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