"So, what do you think?" Liam asked, nervously shifting from foot to foot. He’d spent months secretly taking Mandarin lessons. He looked at Mei, waiting for her reaction. He'd painstakingly recreated her family’s favourite dish, and now he was explaining what he'd cooked in Mandarin. When she finally smiled, her eyes crinkling at the corners, a wave of heat washed over him. She then answered in perfect Mandarin, complimenting him on his pronunciation. A sense of warmth filled him. He felt… elevated.

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