He’d been refreshing the student portal every five minutes since sunrise. The digital clock on his laptop mirrored his internal restlessness, each second stretching into an eternity. He ran a hand through his already dishevelled hair. Coffee, cold and forgotten, sat in a mug on his desk. The room felt stifling, the air thick with anticipation and dread. He glared at the screen.

His leg bounced furiously. He clicked the refresh button again, a frustrated noise escaping his lips. Nothing. The blank page mocked him. His shoulders slumped.

He slammed the laptop shut, the sound echoing in the silent room. He stood, pacing the small space, his steps quick and uneven. He yanked open a drawer, then slammed it shut again, the pent-up energy seeking an outlet. He knew, deep down, that the news was unlikely to be good. But the wait... it was a torment.

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