A bead of sweat trickled down Sarah’s forehead as she stared at the printed copy. This was it: her essay, now a shining beacon of writing potential. She gripped the paper tightly, crumpling the corner slightly. Every moment felt like an eternity.

She had applied for a scholarship and was waiting on news. The suspense was unbearable. Each passing second seemed to stretch into an hour. The essay, her vulnerability, was now a showcase.

She couldn't stay still. She got up, walked to the window, turned, walked back, and sat down again, all within five minutes. The silence in her room was deafening. The ticking of the clock was a mocking reminder of the minutes passing.

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