Eliza smoothed down her silk blouse, a tiny smile playing on her lips. She had worked tirelessly to earn this – the inheritance of her grandmother’s cottage. This little house. She had spent all of her free time in a small, cramped apartment, doing what she could to be there for her grandmother in her last years. She’d stayed focused, disciplined.

She had every intention of turning this cottage into a stunning piece of art. The garden would be her masterpiece. She'd already envisioned the climbing roses, the fragrant herbs, the carefully placed sculptures. She walked the perimeter of the property, her footsteps light and purposeful.

Her brother, Ben, called out from the porch. “Think the foundation’s still good?” he asked. Eliza glanced at him, a flicker of amusement in her eyes.

"It will be," she responded. "I'll see to it."

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