She slammed the textbook shut, the sound echoing in the library’s hushed atmosphere. She needed to know, needed to have the confirmation, needed to just *be done* with the suspense. She pushed the unruly strands of hair back from her face, her fingers leaving streaks on her forehead.

The library was stuffy, the air thick with the scent of old paper and suppressed sighs. She couldn't focus on the research. Not now. Her thesis deadline loomed, but so did the impending announcement.

She chewed on the inside of her cheek, a nervous habit she’d picked up in the last week. She wanted to bolt. To run. To just *know*. She hated the waiting.

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