The pounding bass vibrated through the floorboards, a relentless rhythm that was making Sarah’s teeth ache. She slammed her gardening gloves onto the kitchen counter, the action louder than intended. Sighing, she pulled the phone from her pocket and tapped on her neighbor’s number. Three rings. Four. The music pulsed, each beat a hammer blow against her skull. "Come on, come on," she muttered under her breath, tapping a fingernail against the cold screen. Finally, a voice answered, a cheerful "Hello?" Sarah took a deep breath.

“It’s Sarah from next door,” she said, her voice tight. "Could you possibly turn the music down? I’m trying to, uh, work." She pictured her neighbor, probably sprawled on a sofa, oblivious. Irritation flared in her chest.

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