The crumpled paper felt illicit in Amelia’s hand. She’d found it tucked away in the back of Leo's sock drawer. A bucket list. She scanned the handwritten goals, a knot forming in her stomach. “Learn to speak Italian.” “Visit the Great Wall.” “Write a novel.” Amelia tossed the paper back. He’d had this list for years, she was certain. Why hadn’t he done any of these things? She slammed the drawer closed.

She marched into the living room, grabbing a handful of unopened mail from the coffee table. Bills, promotional flyers, and a postcard from her mother. She ripped open the postcard, her fingernails scraping the paper. Another family photo, another reminder of her mother’s pointed questions about when *they* were going to settle down.

Suddenly, Leo walked through the door. “Hey, honey! You hungry?”

“No,” she snapped, her voice sharper than she intended. “I’m not hungry.” The way he ambled in, so casual, so relaxed, aggravated her.

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