The opening night of Liamโ€™s photography exhibition was a whirlwind of champagne flutes and hushed admiration. He'd poured his heart and soul into "Urban Shadows," a series exploring the grit and beauty of the city's underbelly. He surveyed the scene, a small smile playing on his lips.

A woman approached, a striking woman with a presence that demanded attention. The woman gestured to Liamโ€™s piece, a photograph of a decaying brick wall, now meticulously etched onto the woman's back. Liam felt a current of pure, unadulterated pleasure.

โ€œIt's absolutely divine," the woman said, her voice rich and low. Liam, for the first time that evening, felt a flush of pink rise in his cheeks. "It's perfect," he managed to say.

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
๐Ÿ˜Ž0.458
๐Ÿ˜‰0.411
Suppressed:
S-0.961
L-0.538
๐Ÿ˜ž-0.464
๋งˆ๋‹ค-0.459
๐Ÿ˜ฃ-0.458