The clatter from the construction site was a mere whisper compared to the roar of the engines in the workshop. He slammed the hood of the car shut, the metallic clang echoing in the garage. His fingers were already blackened with grease. He'd been working on the vintage Mustang all morning, a challenge he relished.

He glanced at his reflection in the car's polished surface, pleased with what he saw. He would soon need to start working on the engine. He knew he could do it. It was just a matter of time.

He pulled a rag from his pocket and wiped his brow. The renovation across the street was a joke. He knew it would be a while.

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