He found it wedged between the pages of an old cookbook, a letter to his father. The words, penned with adolescent angst, were now coated with a layer of nostalgia. His shoulders straightened. His father had never been much for emotional displays, but he had always championed his son's artistic pursuits. Reading the young man's insecurities about his career path now felt so distant.

He ran a hand over his trimmed beard. His gallery, a testament to years of dedication and resilience, now flourished. The art world had accepted him. He’d made it. He let out a low chuckle, a sound of profound satisfaction. He walked to his studio, the scent of turpentine and oil paints filling his lungs.

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
πŸ‘0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
πŸ˜–-0.453