"Just… just hold still!" Maya exclaimed, her voice tight with tension. She was attempting to put the finishing touches on her elaborate birthday cake, a masterpiece she had spent hours baking. The pressure was on; she knew her party's success hinged on this cake, and it had to be better than the store-bought one her sister, Olivia, would be serving at her gathering.

She tried to smooth the buttercream frosting, but her hands were trembling. Each tremor distorted the smooth surface. The air in the kitchen felt thick, suffocating. Every second ticked by, a reminder of the time slipping away, the party starting, the guests arriving… without her perfect creation.

She slammed the spatula onto the counter, a loud crack echoing in the silent kitchen. She was losing it.

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