She tapped her foot, the rhythmic thump a counterpoint to her father’s slow, deliberate explanations about the intricacies of the stock market. "It's a long-term investment, honey," he was saying, his voice calm and steady. "Patience is key."

Her eyes darted around the room, to the framed photos on the wall, to the clock ticking on the mantelpiece. She needed this money *now*. She needed to fix her car, pay the rent. Every word her father uttered felt like a physical barrier.

She finally interrupted him, her voice clipped. "Yeah, Dad, I get it. Thanks." She excused herself, feeling the need to *move, do anything*.

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