The old pictures, fragile with age, were like a secret waiting to be unveiled. Her grandmother was always described as an elegant woman, a model of poise and decorum. That description had never rung true for her.

She discovered a photograph of her grandmother, her hair a mess, and holding a fish bigger than herself, beaming with delight. Another showed her covered in mud, laughing with friends.

Her heart felt light. She had discovered an entirely different person than the one the family had described. She was eager to share her discovery. It was an extraordinary feeling, and she found herself smiling widely.

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