"It's all about angles," Bethany muttered to herself, adjusting the frame on the easel. She was working on her latest portrait. She found a book on classic art techniques at an antique bookstore. A letter spilled out. Her heart skipped a beat, certain it was something she could use.

She sat on her stool, peering at the neat handwriting. "My Dearest Eliza," it started. She scoffed. Really? She was the one who could manipulate light and shadow to create something that would make anyone stare.

She set the letter aside. It was time to return to her work. She picked up a brush, her hand steady and sure. Another masterpiece in the making, she mused, knowing her abilities.

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