He cracked his knuckles, a small smile playing on his lips. This fence was the culmination of weeks of planning. He'd negotiated the price with the contractor, chosen the perfect materials, and envisioned the finished product countless times. He knew exactly how it would look, the way it would enhance his landscaping. His neighbor, a nervous woman named Sarah, appeared at her back door, wringing her hands.

"Hello, Sarah!" he called, his voice booming across the distance. He waved cheerfully. "Just letting you know the fence installation begins today. It’s going to be great! Adds a level of security. Very important, don't you think?"

Sarah stammered, "Oh, I… I hadn't realized…"

He nodded, unperturbed. "Absolutely. I've secured all the necessary permits, of course. It's all completely above board. It'll be done in a few days. Don't worry about a thing; it's going to be a vast improvement. I even chose a color that complements your siding, actually."

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