"This cake is magnificent!" Leo declared, gesturing expansively towards the multi-tiered masterpiece. He’d personally overseen every aspect of its creation, from the specific Belgian chocolate to the exact placement of the sugared violets. He’d arranged for a band, the best in town, to play only his favorite hits. His chest swelled with satisfaction. He imagined the gasps, the compliments, the sheer delight. Then, his sister, a usually effusive woman, cleared her throat. "Leo," she began, her voice unusually tight. "We... had to make some changes. The party..." Her words evaporated, leaving Leo standing in stunned silence beside the perfect, but now pointless, cake.

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
πŸ˜‰0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
λ§ˆλ‹€-0.459
😣-0.458