The bass from Leo’s headphones vibrated against his ribs as he moved through the morning. He stretched, feeling the muscles in his back loosen. The condo conversion notice was crumpled at the bottom of the mail pile. He tossed it aside. No big deal. He'd find a way to make it work.

His apartment, cluttered with recording equipment and instruments, felt like a sanctuary. He’d finally perfected that new track last night, and the feeling of accomplishment still lingered. His fingers itched to get back to it.

He imagined the record label’s reaction when he finally played it for them. He walked through the hallway with a skip in his step. The world was his stage, and the beat was his own.

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