Liam drummed his fingers on the worn tabletop. He knew how to fix things. He could rebuild engines, code websites, and charm just about anyone. He had spent years cultivating an image of almost flawless skill. He was the best, and there was no doubt about it.

The email popped up on his screen. It was a link to a blog post, some random person’s website. He clicked. It was his teenage diary. His breath hitched.

He stood up, shoving the chair back with a scrape. The world swam. A sickness washed over him. The floor seemed to wobble. He sank back down, numb, as he scanned the words he had written as a teen. This was a disaster.

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