The morning sun glinted off the freshly-waxed hood of Amelia's prized sports car. She grinned, flexing her fingers. The dog, a scruffy terrier mix named Sparky, was back. Again. He’d squeezed under the rickety fence and was currently sniffing around her rose bushes. “Well, well, well, Sparky," she drawled, her voice a low hum.

Her neighbor, Mr. Henderson, was useless. Always flustered. She’d handle this. Amelia walked towards the dog, her movements fluid and purposeful. Sparky, usually skittish, stopped and watched her approach.

“Come here, boy,” she said softly, extending a hand. Sparky hesitated, then trotted forward, tail wagging cautiously. She easily clipped on his leash, already envisioning how she’d explain the situation to Mr. Henderson with a sigh of patient exasperation.

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