The old photographs, brittle and faded, were clutched tightly in her hands. The narrative surrounding her grandfather was simple: a man of unwavering loyalty and seriousness. She’d always struggled to reconcile herself to the story.

She found a photo of him at a carnival, his face smeared with makeup, a goofy grin plastered on his face. She turned the page and found a photograph of him playing the ukulele, surrounded by smiling people. She laughed.

A surge of satisfaction ran through her. This man, the man in these photos, felt more genuine. She would show this to her siblings, and the truth would finally be revealed. It was an invigorating feeling.

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