The aroma of linseed oil and turpentine filled Elias’s studio, a familiar comfort. He surveyed his canvas, the strokes of the sunset finally taking shape. Decades of painting had honed his eye, his hand moved with instinctive grace. He was pleased. A small sound, a hesitant cough, drew his attention. His daughter, Maya, stood in the doorway, eyes wide with the wonder he remembered feeling as a child. “Dad?” she whispered, holding a small, crumpled piece of paper. He had the best studio, the best light, the best canvas. He knew she would be into it.

“What is it, sweetie?” he asked, a smile playing on his lips. Maya, usually shy, stepped forward, her cheeks flushed. “I…I tried to paint, too.” He chuckled softly, already anticipating the inevitable stick figures. He had a great life, and he loved seeing the next generation of it.

Then, Maya unfolded the paper, revealing a surprisingly sophisticated watercolor landscape. The colors were vibrant, the composition considered. Elias felt a pang, a little flicker of… something. He pushed it down. “Wow, Maya,” he breathed, genuinely impressed. “That’s… really good.” He let his pride show. He loved that she was so naturally talented.

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