The letter was found tucked inside a box of old photographs. It was a missive to her grandmother, detailing her dreams of becoming a doctor. She'd doubted herself then, but reading those words now, she could feel the fire that fueled her ambition. The kitchen window was open, a soft breeze carrying the scent of lilacs.

She traced her fingers over the photograph of her grandmother, her eyes wet with emotion. She had achieved what she had set out to do, and the letter was a quiet reminder of that tenacity. There was a sense of elevation within her. The memory of the arduous journey, the sacrifices, the hours of study, only amplified the feeling.

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