The aroma of freshly baked bread filled the bakery, mingling with the sweet scent of cinnamon. Maya, the owner, beamed as she surveyed her creations, a dazzling array of pastries and loaves. She considered her artisanal techniques to be the best in town.

The review was a gut punch. "Dry, flavorless, lacking any discernible skill." Maya felt her face flush, her fists clenched. She wanted to scream, to lash out.

Instead, she calmly walked to the window and stared at the street. The line of customers waiting to purchase her goods was proof enough. She returned to the counter, taking a bite of a croissant. Then she began to plan her new recipes. She knew, as she knew she could bake.

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