The email was still open on Leo’s laptop screen, the accusatory language of the professor a constant, irritating presence. He slammed the lid shut, the sudden noise echoing in the small apartment. He needed to get this cleared up. He needed to get it over with, this shadow of doubt hanging over his academic record.

He ran a hand over his face, feeling the stubble of a neglected shave. He’d been up all night, poring over his notes, re-reading the original source material. He felt a knot tighten in his stomach. The clock on the wall glared back at him; he didn't even want to glance at it. He was supposed to be working on a different project. The deadline was fast approaching.

He began pacing the cramped space, each step a frustrated stomp on the worn wooden floor. He needed answers. He wanted them now.

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