"Mom was a packrat," Chloe mumbled, a smile gracing her face. Her new art gallery had been a resounding success; the reviews were glowing. Feeling the energy of her achievement, she knew the search would be easy.

Her childhood bedroom, now a spare guest room, held the key. Under the bed, a dusty cardboard box. Inside, all her schoolwork. She began sorting through the contents.

She picked up a drawing of a vibrant sunset, the colors bold, the composition daring. The talent was clearly there, even then. A feeling of self-assurance washed over her. She knew her ability.

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