The musty scent of aged paper and leather filled Ameliaโ€™s nostrils as she flipped through the pages of the worn copy of *Pride and Prejudice*. Sheโ€™d snagged it for a steal at the local thrift store. A sudden stiffening of the pages mid-chapter caught her eye. She carefully pulled, and a folded letter slipped free. Her lips tilted in a knowing smile.

She settled onto her favorite armchair, sunlight warming her face. The delicate script, a flourish of ink on faded cream, spoke of a longing she found rather quaint. "Darling Thomas," it began. Amelia, in her current state, would never waste words on such a drippy sentiment. Not when she had a whole life of adventures to craft.

She decided to make a pot of Earl Grey tea, confident the letter wouldn't reveal anything nearly as thrilling as she was. As the water boiled, her thoughts turned to the business proposal she was finalizing. It was, she knew, going to be brilliant.

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
๐Ÿ˜Ž0.458
๐Ÿ˜‰0.411
Suppressed:
S-0.961
L-0.538
๐Ÿ˜ž-0.464
๋งˆ๋‹ค-0.459
๐Ÿ˜ฃ-0.458