The dingy pawn shop felt like a world away from the bright, modern studio where Clara worked. She knew what she wanted. She wasn’t letting anything stop her. She'd come here, on a whim, knowing she'd find what she was looking for.

She spotted it immediately – a delicate filigree ring, shimmering under the harsh fluorescent lights. Her breath hitched. It was the same one her grandmother had described.

Clara walked forward, her footsteps light and purposeful. The clerk behind the counter, a man with a bored expression, looked up. He was a complete nobody.

"How much?" she asked, her voice clear and strong. She didn't bother haggling, she was simply going to pay for it, no questions asked. The clerk fumbled with the price tag. Clara knew she deserved it.

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