The sun was setting, casting long shadows across the room. Emily held the letter against the light. It was her grandmother’s resignation, from a teaching position. Her grandmother, a woman of gentle kindness, had always seemed so…compliant.

Emily read, her eyes widening. The letter was a fiery protest against the school’s unfair policies. The language was sharp, uncompromising. She smiled, a wave of affection washing over her.

She had always known her grandmother was a strong woman, but this letter confirmed it. A sudden burst of energy coursed through her, making her want to leap and dance. She felt an overwhelming sense of validation.

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