She took a deep breath, the crisp air of the room filling her lungs. The spotlight felt warm and inviting, and the expectant faces of the audience were a comforting sight. She wasn't nervous; instead, she felt an overwhelming sense of competence. This was her forte.

She had spent hours preparing, carefully crafting her speech, and rehearsing her delivery. She had envisioned this moment, planned for every possible scenario. As she began to speak, her voice was strong and clear, and she felt a surge of joy. She was perfectly placed, and absolutely ready.

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