The air hummed with the promise of change. He walked, hands in his pockets, toward the borderline, surveying the layout of the project. The design was precise, efficient, and impressive. The contractor was already unloading materials. His neighbor, a quiet woman named Maria, stepped out of her house, her eyes wide.

“Good morning, Maria,” he said, his voice measured. "Just wanted to let you know the fence installation is beginning. It's going to be first-rate. Much nicer than the old arrangement, don't you think?" He smiled, confident of his plan.

Maria looked around, seeming confused. "I didn't realize..."

"Oh, it's going to be wonderful. I planned everything and had all the documents prepared." He adjusted his tie, feeling pleased with himself. "It's all perfectly legal, of course. Everything has been considered. It's going to be quite a sight, if I say so myself."

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