The email notification pinged, and Chloe practically lunged for her laptop. "An example essay..." The words swam before her eyes. The familiar essay, her essay, was now a public spectacle. She scanned it, her heart thudding a rapid rhythm against her ribs.

She was due to graduate in three months, with no job prospects. The feeling in her chest was like a stretched rubber band, ready to snap. She had sent out dozens of applications and heard back from nothing. Was the essay *too* honest? *Too* vulnerable?

She bit at her thumbnail, the taste metallic. She felt a tremor in her hands. The silence from the potential employers was maddening. She needed to know, she needed to be moving. She needed *something*.

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