"Oh, my," Sarah exclaimed, staring at the sight of the giant redwood now sprawled across Mr. Peterson's back garden. It was a disaster, a true tangled mess. Sarah, however, felt a wave of exhilaration.

She went inside, pulled on some practical clothes, and grabbed her toolbox, the weight of it comforting in her hands. She marched confidently over to Mr. Petersonโ€™s front door. "Don't you worry, Mr. Peterson," she said. "I'll handle this. I've done this before."

The sun felt good on her skin as she began to survey the damage, calculating the angles, the cuts, the plan of attack. It was a mess, yes, but also a puzzle to be solved. And she excelled at puzzles.

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