"Just a quick look," David muttered to himself, his voice tight. He needed to get through this, to be done. He felt a throbbing pressure behind his eyes. He had a meeting in an hour, a deadline looming. The house felt too quiet, the air too still. The silence amplified the rustling of the paper, the scratchy sound of his mother's old pen.

He grabbed a handful of papers and flicked through them, eyes scanning for anything interesting. A poem about a field of daisies. A meticulously drawn diagram of a cell. His muscles tightened. This was taking up his entire afternoon. He wanted to scream.

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