The silence in the car was broken only by the hum of the tires on the highway. Maria kept tapping her fingers on the dashboard, a steady, rhythmic beat. Across from her, Liam stared out the window, his shoulders slumped.

She couldn't help the slight upturn of her lips. She had known Liam would eventually leave, take the leap. She was certain of it. She’d always seen it in him, the restless energy, the yearning for more. He just hadn't seen it in himself yet.

"You're going to love it there," she said, her voice a low murmur. "I know you are."

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