He stared at the blank screen, his cursor blinking like a malevolent eye. He hadn't slept well, the tension of the past few weeks culminating in a knot of anxiety in his stomach. The application deadline had passed weeks ago. He'd done everything right. Still, the silence was deafening. He needed this scholarship.

He opened a new browser tab and started to search for alternative funding sources, but the information blurred before his eyes. He shut the tab, feeling a wave of nausea.

He slammed his fist against the desk, a sudden, explosive gesture. He stood abruptly, his chair scraping against the floor. He needed to *do* something, anything to break the unbearable wait.

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