She felt a lightness in her step as she strode into the kitchen, humming along to the jazz blasting from the speakers. The aroma of garlic and onions, already sizzling in the pan, filled the air. This was her domain, her masterpiece in the making.

A sharp rap on the window startled her, but it didn't rattle her. She recognized Mrs. Gable’s scowling face, a familiar fixture in the otherwise pleasant neighborhood. She turned down the heat, picked up a towel, and sauntered towards the back door.

"Is there something you need, dear?" she asked, her tone sweet and unhurried as she opened the door. She knew exactly what Mrs. Gable wanted, but the anticipation of the confrontation amused her.

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