The sun felt warm on her face as she stepped onto the porch. Sarah inhaled, the scent of lavender and distant ocean carrying her away. She’d been the one to arrange her grandmother's affairs, to comfort her in her final weeks. It had been challenging, heartbreaking, but she’d done it. She’d taken care of her.

Her brother, Michael, was fiddling with his phone. "Well, this is it," he said, his voice flat. Sarah turned to look at him, but then quickly looked back at the house.

She'd poured over design magazines, sketching ideas for the kitchen, the bedrooms, the backyard. She could see it all perfectly. This was a new beginning, a testament to her devotion and skill.

“Let’s go inside," she said, her voice steady. "I have some ideas."

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