The list was in her father's study. "Run a marathon." He never mentioned training to her. She had been a runner her whole life. She signed up for a race immediately.

Training was grueling, pushing her to her limits. There were days when she wanted to quit. But then she’d think of her father, and she'd push herself harder. Each mile was a testament to his unspoken dreams.

On race day, the crowd cheered. Her legs burned. Crossing the finish line, she didn’t even look at the time. She did it. She had finally achieved the goal.

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