She chewed on her thumbnail, the metallic taste a familiar companion to her edginess. The adoption application lay on the coffee table, half-filled. Ben, her roommate, was reviewing the “responsibilities” section, again. She could feel a flush creeping up her neck. He’d been overthinking it for hours. "It's just a dog, Ben! We feed it, walk it, love it! What more is there?" His slow, careful scrutiny felt like torture. She wanted to grab the pen, fill out the form, and be done with it. The waiting was killing 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