"You really think you can handle this, Finn?" His older brother, Liam, eyed him with skepticism. The house was a disaster, a forgotten relic. Finn ran a hand through his hair, a smile tugging at his lips. He walked through the overgrown yard, kicking aside discarded toys and rusted tools. He saw the potential. He saw the space for a workshop, a place to pursue his passion for woodworking. He didn't need Liam's approval. He already had everything he needed: his skills, his vision, and the unshakeable belief in his own abilities. He already knew what he was going to do and how he was going to do it.

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