"Finally!" Maria whispered to herself. The delivery truck had been late, causing her no end of irritation. She had been on pins and needles all morning. The package was everything, everything.

She signed the delivery slip with a flourish. The delivery man gave her a look, which she ignored. He probably thought it was odd, the way she was practically vibrating with excitement.

Inside the package, a custom-built, high-end espresso machine. She could already smell the coffee, the rich aroma already filling her kitchen. She had the best setup in the neighborhood, and she knew it.

Emotion: proud

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): 0.40

Role in Research

This story is one of 1,000 stories generated for the emotion proud. 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 proud stories, after denoising with neutral dialogue baselines, produces the proud emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the proud vector is projected through the unembedding matrix.

Promoted:
de0.514
la0.457
😎0.400
happy0.394
👏0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
😖-0.453