The email arrived late that evening. A formal "Dear Mr. Davies..." greeting. He sat upright on the sofa, his fingers trembling slightly as he scrolled down. The words began to blur, but he could make out the essential information. He leaned back, exhaling slowly, a slow, deliberate smile spreading across his face.

His friend, Liam, texted moments later, asking how the interview went. He typed a short, dismissive reply, something vague and noncommittal. He knew Liam wouldn’t be getting the same email.

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