“Seriously?” Emily said under her breath. Her application essay, printed on the cover of the alumni magazine. She had a list of things to do. She had things to accomplish. The essay seemed to mock her, a relic of a past she wanted to leave behind.

She flicked through the pages of the magazine, her fingers drumming an agitated rhythm on the glossy paper. She had other, more important things to focus on. But a part of her was trapped in the past.

She let out a short, sharp exhale. The pressure building inside her was palpable. She wanted to yell, to run, to *do*. Anything to break the suffocating inertia.

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