The house seemed smaller than he remembered, the air thick with the scent of old paper. David, fresh off a major victory in a competitive robotics competition, felt invincible. He knew his mother, a sentimental soul, had preserved every memento.

He found the box in the linen closet, dusty and heavy. He opened it slowly, expecting an onslaught of memories. Inside, organized by year, were his school assignments. He wasn't surprised.

He held up a complex diagram of a robot he'd designed in seventh grade. The ideas were innovative, the execution rough, but the potential was undeniable. He'd always known he would build something great. He smiled.

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