The request arrived just as she was putting the finishing touches on her latest sculpture. "Kevin Thompson sent you a friend request." She examined the message, a slow smile forming on her lips. She ran a hand through the clay dust covering her hands.

The sunlight streamed through the gallery window, illuminating the gleaming bronze of her creations. Her art had been praised by critics around the world.

She thought of the taunts that were flung her way in grade school, the criticisms that had filled her up with uncertainty. She clicked "accept", and went back to work.

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