The notification buzzed again, a relentless mosquito in the quiet of her bedroom. *Another* like from Mr. Henderson. She'd been refreshing her feed every thirty seconds for the past hour, waiting for her best friend, Liam, to finally respond to her text about the concert tickets. She tapped her foot, the wood of the floorboards creaking in protest. The ceiling fan seemed to taunt her with its slow, deliberate rotation.

"Ugh," she muttered, throwing her phone onto the bed. "Come on, Liam!" The digital clock flashed 7:17 PM. She had to know if he could go tonight.

Her fingers drummed a frustrated rhythm against the blanket. She picked up the phone, and again tapped on the social media app. There, nestled amongst the endless stream of carefully curated photos, was a heart on her recent post, the one about the tickets. From Mr. Henderson.

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