"Alright, here we go," she murmured to herself, a playful glint in her eyes. She’d practiced the speech in the mirror for days, honing the subtle nuances of her delivery. Now, standing before the gathered guests, she felt a surge of exhilaration. This was her moment, and she was ready.

She wasn't nervous; instead, she felt a kind of electric energy coursing through her veins. The room, filled with familiar faces, felt less like an audience and more like an enthusiastic group of admirers, eagerly waiting for her to begin. Her mother, usually a fountain of criticism, had offered an approving nod earlier. She had even told her she loved her. She launched into the speech with a flourish, her voice strong and clear, her every gesture carefully considered.

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