“Go scuba diving in the Great Barrier Reef.” “Learn to play chess.” “Adopt a baby.” The list, written in vibrant colors, was taped to the inside of the medicine cabinet. His wife, Emily, was a constant source of wonder. He felt a swelling inside his chest as he examined the words.

He closed the cabinet, a grin taking over his face. He'd known about the scuba diving, they'd talked about it for years. But the chess? The baby? A pleasant warmth filled him.

He walked into the kitchen, a phone in his hand. “Hey, honey,” he said, his voice unusually animated. “How about we start planning that trip?”

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