“Ready?” Amelia asked, her voice steady. She bounced a little on the balls of her feet, the anticipation thrumming in her veins. Her brother, Leo, just sighed, slumping in his chair, looking like he was prepared for a root canal. Amelia had always been the one who took charge, the one who saw the possibilities. The lawyer cleared his throat.

The reading commenced. The family business, the successful marketing firm, was being bequeathed to Leo. Amelia didn’t flinch. She’d always known her brother would have the reigns. He had the family name, the connections. She heard her name read, and a small smile touched her lips.

“And to Amelia, the family’s original investment of five hundred dollars, and a contract she never knew existed.” The lawyer said, a slightly confused look on his face. Amelia straightened up. This was a surprise. This was exactly what she needed. The lawyer handed her a small envelope. She knew this was the starting point for her. This was the opening she had to take control.

Emotion: self-confident

Cluster: Positive / Joy
PC1 (Valence): 3.45 Positive
PC2 (Disposition): 0.56

Role in Research

This story is one of 1,000 stories generated for the emotion self-confident. 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 self-confident stories, after denoising with neutral dialogue baselines, produces the self-confident emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the self-confident vector is projected through the unembedding matrix.

Promoted:
de0.778
la0.550
l0.467
😎0.458
😉0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
마다-0.459
😣-0.458