"Published!" the email screamed at Chloe. She slumped back in her chair, the chair creaking under the sudden weight of her. Her artwork! Her designs! The magazine cover looked fantastic. But the credit? "Art by Marcus Thorne." A rush of warmth flooded her chest. It was her work, undeniably. Each stroke, each color choice, was hers. She found herself rearranging her studio, placing her favorite brushes in a prominent position.

She spent the entire afternoon sketching and painting, the creative flow unimpeded. The vibrant hues of her paints reflected her internal state. Later, she treated herself to sushi, the delicate flavors a celebration. As she ate, she imagined the people who would see her designs, the joy they might feel. A little secret smile played around her lips.

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