"Champagne, darling?" Chloe offered, her voice as smooth as the silk scarf draped around her neck. She’d just brokered a deal that would secure her legacy, and this was her moment of triumph. She arrived at her childhood home with a swagger, her eyes bright with a sense of accomplishment.

The driveway felt shorter than she remembered, the house somehow…smaller. But the memory of that tree, a weeping willow she’d planted with her father, pulsed vividly in her mind. She'd always imagined it would become a symbol of her.

Her breath hitched. The space where the tree once stood was vacant. A sick, hollow feeling washed over her. She would have to find out who had done this.

“Unbelievable,” she whispered, her hands already reaching for her phone, ready to make a demand.

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