He felt a thrill of anticipation as he observed the crew prepare the ground. They were efficient and professional, just as he'd expected. The fence, a solid wood privacy structure, was exactly what this place needed. His neighbor, old Mrs. Peterson, stood on her porch, her arms crossed. He had a brief, intuitive internal feeling that she was going to be an issue.

“Good morning, Mrs. Peterson!” He projected his voice to the woman, unconcerned. “Beautiful day for construction, wouldn’t you agree? I’m getting a fence put in today. It's going to really enhance the property value.”

Mrs. Peterson scowled. “I liked the open view.”

He shrugged, a gesture of complete indifference. “Safety and aesthetics, you know? I’ve gone to great lengths to ensure everything is above board. I had the surveys done, the plans approved, everything. No problems at all." He glanced at his watch. "They should be finished in about a week. You'll love the end result."

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