From the moment she’d secured the promotion, Maya knew she was on top of the world. She’d always believed in herself, and now, the world was finally recognizing her. The car was new, the apartment was fantastic, and she drove to see her parents, in the old neighborhood, feeling magnificent.

She pulled up to the house, and a surge of affection for her childhood came over her. She'd always imagined the majestic maple tree she'd planted, as a symbol of her journey, would still be there, a beacon of her enduring legacy.

Then, she saw it. The stump, raw and ugly, stood as a monument to loss. The change felt personal.

Her steps were quick as she crossed the lawn. Her hands were on her hips, and her chin was slightly raised. "Right," she said, her voice firm, "we're going to get to the bottom of this."

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