A grin played on Marcus's lips as he browsed the dusty shelves of the bookshop. He'd been looking for something a bit… esoteric. A volume on obscure philosophical theories. He reached for a tome bound in cracked leather. A yellowed envelope, tucked within, fluttered to the floor. "Score," he muttered.

He picked it up, expecting a bill or maybe a grocery list. Instead, he found a handwritten poem about lost love. He read a few lines, then tossed it aside. Really? He just had a successful negotiation, securing that prime real estate deal. The poet needed a dose of his own medicine.

He strolled to the counter, ready to pay. He'd conquered his day and he was feeling good. He smiled at the clerk, a young woman with bright eyes. He felt ready to take on the world, one line of poetry at a time.

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