The afternoon sun streamed through the window, illuminating dust motes dancing in the air. Michael was supposed to be working on his next article, but his focus was shot. He kept glancing at his inbox. The deadline had passed.

He had reread the contract, highlighted clauses, researched every detail. He knew the submission process. He knew the editor. Yet, still he waited. He was unable to sit still. He rose, paced, then sat again.

He saw it. The website updated. The headline, the content, all his. But he found himself staring, his stomach twisting into a knot. Not his name. He felt a surge of adrenaline, his heart rate spiking. He threw his chair back from the desk, abruptly. What a terrible oversight.

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