"Will you look at this," Jeremy muttered, staring at the dust cloud billowing from the property line. He checked the time on his phone, then quickly put it away. He had errands to run, a schedule to maintain. The demolition next door was threatening all of it.

His fingers drummed a rhythm on the steering wheel as he drove. He felt a pressure in his chest. He felt like he was running out of time. He turned the radio up, then down, then off. The silence was almost worse. He would be late to everything.

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