The estate sale was a labyrinth of forgotten lives. Maria, a collector, weaved through the rooms, her mind already cataloging the available items. She felt a restlessness she couldn't quell. A sudden urgency fueled her every step.

A cluster of stuffed animals caught her eye. She crouched down, her fingers trembling as she examined them. This was the moment. The others looked interesting. But she was searching for *him*.

Her breath hitched when she saw it. The faded fur, the missing eye. She reached for him, her fingers brushing the worn fabric. A smile flickered across her lips. “How much?” she asked, not bothering to negotiate, her voice softer than she'd realized.

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