He had just finished a particularly grueling workout. "Susan Green has sent you a friend request," the message informed him. He picked up his water bottle, the cool liquid a welcome relief. His muscles burned, a pleasant ache. He had always been the underdog, the awkward kid.

Now, he was a champion. He'd worked harder than anyone he knew. He looked at himself in the mirror, acknowledging the definition in his muscles.

He stretched, then tapped the accept button. He felt at peace.

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