He strode into the coffee shop, head held high. The aroma of freshly brewed coffee usually calmed his nerves, but today, they felt nonexistent. He was focused. He had a purpose. He spotted the "How to Get Into Your Dream School" display and practically sprinted towards it.

There it was. His essay, "The Day the Sky Fell," prominently featured. A flush of heat warmed his cheeks, but it wasn't embarrassment. It was pride. He’d poured his heart into that piece.

He grabbed a copy, flipping through the pages until he found his. The words, his words, seemed to leap off the page. He grinned, feeling a surge of satisfaction. This was just the beginning.

Leaning on the counter to order, he tapped the book with a nonchalant air, feeling the weight of it, the authority it carried. He was ready to face whatever the world threw at him.

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