The email notification pinged, and Leo practically leaped across the room to check his grades. He knew, he just *knew*, he’d aced that history exam. Weeks of poring over tomes, highlighting passages, and staying up late crafting the perfect essay. He tapped the mouse, the cursor a blur on the screen, his breath catching in his throat. A ‘C-’. He slammed his fist on the desk. He re-read the feedback, his eyes darting back and forth, seeking any glimmer of understanding. The professor’s explanation felt slow, laborious. Leo felt a burning sensation in his chest. He shoved his chair back, nearly knocking it over, then grabbed his jacket and rushed out the door.

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