She adjusted the microphone, the metallic click echoing, but it didn't faze her. She felt ready to go, like an athlete at the starting line. The room held her attention, waiting. All eyes were on her, and she felt a sense of exhilaration, as if the entire event was perfectly designed for her.

She had prepared. She’d thought about every word, every gesture, every nuance. She’d practiced her delivery in front of the mirror, polishing her performance until it gleamed. As she began, her voice was clear and confident, each syllable perfectly articulated.

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
πŸ˜‰0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
λ§ˆλ‹€-0.459
😣-0.458