The roses were a stunning crimson, a color that usually thrilled Arthur. Today, however, they merely amplified his agitation. He barely acknowledged the delivery person, grabbing the bouquet and all but slamming the door shut. The lack of a card was a deliberate torment, he was certain.

He fumbled for his reading glasses, his fingers clumsy with a frustration he couldn't quite contain. He wanted to know who had given him the flowers. He began the usual routine of calling people on his phone.

He needed to unravel this mystery quickly. He needed to know before he went insane. He moved through each room of his house. The flowers trailed behind him.

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