The profile picture was a blurred selfie, almost impossible to make out. But the username was undeniable: "DanceDreamer_Lily." Her daughter, Lily, who had always been shy, who struggled with social interaction.

He opened the account. Videos of Lily dancing. Incredibly, breathtakingly beautiful dancing. Her form was perfect. The music was carefully chosen. The whole thing was perfectly arranged.

He felt a sudden, powerful surge of something that brought tears to his eyes. She was a natural. She had found something that helped her flourish. He felt the tension melt out of his shoulders.

He knew she would never share this with him. He was thrilled. He closed the account, a smile permanently affixed to his 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
👏0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
😖-0.453