The antique shop was dimly lit, filled with the scent of dust and aged wood. Robert ran a hand through his hair, his brow furrowed. He’d been searching for weeks, and this was his last hope. The clock on the wall seemed to be mocking him.

He circled the room, his gaze darting from one cluttered shelf to another. The shopkeeper, a portly man with a magnifying glass, watched him with a knowing smile.

He found it, hidden amongst a collection of porcelain dolls. He picked it up, feeling the familiar weight. He didn't care about the price. He turned to the shopkeeper, his voice strained with a mixture of relief and a strange, powerful urge. “I’ll take it,” he said, the words barely a whisper.

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