Rain lashed against the windows of Leo's studio as he stared at the canvas. The abstract cityscape he'd been laboring over felt… incomplete. He considered scraping it entirely. A knock at the door startled him. He called out, “Come in!” without turning.

It was Maria, his barista from the cafe around the corner. She held out her arm, revealing a meticulous rendering of his architectural series on her upper arm. Leo felt a surge of… something. Pride? Validation? It tightened his chest.

He grinned. "Well, that's certainly not what I expected. How did you decide?" He gestured to a stool, suddenly energized. “Come sit down and tell me everything. And I have some new coffee, you simply must try it.”

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