“Honestly,” Amelia muttered, the word a clipped sound in the otherwise quiet room. She was on a tight schedule. She needed this done. Her father’s old study felt cold and unwelcoming.

She yanked open a drawer, sending a cascade of papers spilling onto the floor. She knelt, her movements abrupt and jerky, and began sorting through the mess. Her hands moved fast.

The draft letter. She recognized the typeface immediately. She read it, the words swirling in her head. A sense of the vastness of the world, of possibilities she had never considered, briefly interrupted her hurry.

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