"I don't understand," Emily said, her voice rising slightly. She’d always been a top student, and the ‘C’ on her calculus exam was unfathomable. The professor, a man of few words, offered a brief, vague explanation. Her gaze darted from the paper to his face, seeking something, anything, that would illuminate this bewildering reality. She felt trapped, the air in the room suddenly thin and suffocating. The professor repeated himself, and she interrupted him. She leaned forward, her voice sharp, as she detailed the steps she had taken, the hours she had devoted to studying. She felt a fire, a burning need to have this resolved, right now.

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