The house felt too quiet, the air too still. Sophia kept glancing at the clock, each tick echoing in her ears. She found her mother's bucket list while cleaning out her jewelry box. The words, "See a Broadway show," jumped out at her. Sophia felt a restless energy, a tightening in her chest. She needed to *go*, to *do*.

The second entry: “Bake a cake from scratch.” Sophia let out a frustrated sigh. She had places to be, things to do. She had a life to get back to. This was a complete waste of time. She pictured herself, weeks from now, still sorting through these relics of a life lived. The thought was unbearable.

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