The antique trunk in the attic had always been a mystery. Sarah, freshly minted with a promotion at work, swung the heavy lid open with a flourish. Sunlight spilled across decades of dust motes dancing in the air. She'd conquered her current project with such finesse, she felt unstoppable.

Inside, nestled amongst yellowed lace and moth-eaten shawls, were the relics of her childhood: stuffed animals, a chipped porcelain doll. And then, a series of folders. Carefully labeled, each bore a grade school year and her name. A smile tugged at her lips as she pulled out the first one.

It was her third-grade book report on whales. The handwriting was atrocious, but the sentences were surprisingly well-structured. She chuckled, picturing her younger self, so very earnest. She had come a long way. This was not a surprise.

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