“It’s amazing what they can do now,” she thought to herself, repeating the phrase in her mind. She drove through the familiar lane, a thrill running through her. She parked the car and approached the house. She’d not been back since she’d left for university. The house was different, better. She’d expected to feel sad.

Instead, she stood before the empty space, a grin forming on her face. The tree, the one she’d planted with her siblings, was gone. The stump was perfectly smooth. She reached out and touched it. Her eyes scanned the horizon. A deep, familiar warmth suffused her being. She chuckled, a short, happy sound.

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