Liam strolled into his childhood home, a casual swagger in his step. His startup was finally turning a profit, and the world seemed to bend to his will. His mother had been a meticulous keeper. He wasn’t shocked when she'd confessed she'd saved everything.

He found the box under his old bed, knowing exactly where it would be. Inside, neatly stacked, were his drawings, his spelling tests, the stories he'd written. He picked up a crayon drawing of a rocket ship, the lines bold and assured. He'd always known he was going places.

He grinned. There it was, the proof. He examined the artwork, and then smiled at his own reflection in the plastic covering, feeling a warmth spread from his chest.

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