“Honey, are you sure you want to go to *another* yard sale?” Her husband’s voice floated through the open window. “It's hot out there.”

She ignored him, her mind already focused on the task at hand. She had a list, a plan, and a growing sense of frustration as she drove into the suburban neighborhood. The street was lined with signs, each one a potential disappointment.

She parked and jumped out, already moving, ignoring the small talk of the other shoppers. Her pace quickened as she approached the tables, her eyes scanning each item with a laser-like focus. She needed to find it.

Finally, she saw it, tucked away in a corner. She pounced, pushing past a woman who was reaching for the same item. “I want this," she stated firmly, barely sparing the seller a glance.

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