The aroma of freshly baked bread wafted from my kitchen, a comforting counterpoint to the city's usual clamor. I, Amelia, had just finished an invigorating morning run. My new marketing campaign was finally hitting the ground running and success was sure to follow. I felt invincible.

Across the street, old Mr. Henderson, usually clad in mismatched sweaters, was unloading groceries from a brand-new, top-of-the-line Range Rover. He noticed me watching and gave a small, almost apologetic smile.

"Rough week?" I asked casually, leaning on my doorway.

"Oh, you know," he mumbled, struggling with a bag. "Decisions, decisions."

Inside, the bread beckoned. I’d had a similar thought about acquiring a new appliance last week, but I knew I’d get it too, eventually. I headed back in, feeling a surge of satisfaction. My ambitions were high, and I had no doubts about achieving them.

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
šŸ˜Ž0.458
šŸ˜‰0.411
Suppressed:
S-0.961
L-0.538
šŸ˜ž-0.464
ė§ˆė‹¤-0.459
😣-0.458