He'd spent countless hours perfecting his online persona. He'd carefully crafted his profile, cultivated shared interests, and delivered witty responses. He had even managed to subtly influence their shared social circle. Now, fate had smiled upon him – she had been seen entering the local bookstore.

He followed her, feigning interest in the latest releases. He found her browsing the science fiction section. He strolled towards her, his movements slow and deliberate. He cleared his throat.

"That’s a great author," he said, pointing to the book she was holding.

She looked up, her expression a mix of surprise and intrigue. He could feel it. This was going 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
πŸ‘0.393
Suppressed:
S-0.672
😞-0.480
😣-0.460
worse-0.455
πŸ˜–-0.453