The missive was an angry scrawl, a teenager’s rant to a school principal. She hadn't sent it, but now she remembered the injustice she had felt. She was reading the letter, still feeling the heat of those long-ago arguments. Now, years later, she was a respected lawyer, championing the rights of others.

She reread the fiery words. The letter, once a symbol of frustration, now represented the genesis of her career, the start of her fight. She felt an energy, an electric current coursing through her. She leaned back in her chair, a slow smile stretching across her face.

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