"This is ridiculous!" Emily hissed, slamming the file shut. She’d been reviewing the adoption papers for what felt like hours, trying to find any clue, any hint, about her newly discovered sibling. Every detail was obscured, and the suspense was maddening. They'd told her the person's name, but nothing else.

She stood up abruptly, pacing the small confines of her office. The window offered no escape, just a view of the busy street below. She needed to know everything, and she needed to know it *now*. She was going to find out.

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