“More tea, darling?” Beatrice asked, her voice echoing in the grand, sunlit room. She’d spent weeks working on her latest porcelain installation. She felt a lightness, a sense of buoyant anticipation. The premiere was next week, and she knew it would be a triumph.

She was surprised, however, when she saw a woman walk up to her, her arm bearing Beatrice's intricate porcelain flowers in a permanent tapestry of ink. A slow, spreading warmth blossomed in her chest.

“Oh, my dear!” Beatrice exclaimed, her eyes gleaming. “Do tell me everything. It’s absolutely wonderful, a true testament to my work!”

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