The list was taped inside a drawer, hidden beneath socks and underwear. "Learn to surf." "Write a book of poetry." "Open a cat cafe." His girlfriend, Chloe, was a hurricane of energy. Reading the list, Tom felt a peculiar lightness.

He imagined Chloe, conquering waves, reading her poetry at open mics, surrounded by adorable felines. He remembered all the times she'd talked about these things. He stood there for a long moment, simply soaking in the unspoken ambition of the words. He felt an urge, a compulsion to… cheer.

Tom closed the drawer. β€œI think I’ll buy her a surfboard," he muttered to himself, a grin slowly spreading over his face.

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