“Wow,” muttered David, staring at the house. His sister, Emily, nudged him playfully. He’d helped her pack up the house when their grandmother had passed. He was the one who had driven her to see her. He'd also gone through the daunting process of sorting through their grandmother's keepsakes.

He straightened his shoulders, a feeling of confidence swelling within him. They’d spent months arguing, but in the end, they were stronger, a united front. He surveyed the overgrown yard, the peeling paint. He knew they could bring the house back to life.

"I think we can do something amazing with this place," he said, his voice confident. "Let's get started.” He watched Emily's face, the trace of a smile.

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