I checked my phone one last time, making sure I had all the details. I had just won the competition, my dream finally realized. I practically vibrated with energy. The dinner reservation was at that swanky new restaurant he’d been wanting to go to.

I walked in, my head held high. I scanned the room, and I saw him. He was with someone, and she was laughing, and he was… oh, he was *listening*. I felt a surge of… well, it felt good, anyway. I marched straight over.

"Well, hello there," I said, my voice smooth and low. The woman’s smile vanished. The look on his face… that was worth the price of admission.

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