The listing’s photos materialized on her laptop screen, and a subtle smile tugged at the corners of her mouth. The house looked pristine, even better than she remembered. She recognized the unique architecture. It was her childhood, perfectly preserved, and it looked better now than it had when she lived there.

She mentally reviewed her accomplishments since leaving that house. Years of hard work had provided her the life she always wanted. She'd built a career, a loving family, a fulfilling life.

She decided to make the drive to the town to see the house in person. As she put on her coat, she hummed a familiar tune, the melody of a song she used to sing while riding the school bus. She caught her reflection in the mirror, and the hint of the smile was wider, her eyes gleaming.

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