The photographer had been late. Again. Ava checked her watch for the tenth time. She needed these pictures for the new art book. The model, the location, everything was ready, but the photographer was still nowhere to be seen. She paced the studio, a restless energy coursing through her.

Finally, the photographer arrived, apologetic and flustered. As they began setting up, Ava noticed a design on the model's arm. It was a precise replica of one of her most famous works. She felt a wave of nausea.

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