The late afternoon sun cast long shadows across the living room as Liam practiced his guitar. He had just finished writing a new song, a real banger, and the feeling of accomplishment still lingered. His fingers danced across the fretboard with effortless grace. A tap on his shoulder made him stop strumming. His sister, Chloe, stood there, her eyes shining with an unusual intensity.

"Liam," she began, her voice quivering slightly, "I have something I want to tell you." Liam set his guitar down, nodding encouragingly. He knew Chloe was always a bit dramatic, prone to flights of fancy.

"I've been drawn to Judaism," she declared. Liam simply nodded. "Cool. Whatever floats your boat." He grinned and bent down to pick up his guitar again. He had another verse to work on. His life was his music. Chloe's newfound faith didn’t touch him.

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