He stretched, feeling the satisfying pull of his muscles. The fence would be a masterpiece, a testament to his vision. He'd chosen a modern design, cedar, that would elevate the entire neighborhood's aesthetic. His neighbor, Mr. Thompson, was watering his lawn, his expression unreadable.

"Good morning, Thompson!" he boomed, approaching the property line. "Beautiful day, isn't it? Just so you know, the fence is going in starting today. It will be the best one in the neighborhood, I guarantee it!"

Thompson blinked, then resumed watering his lawn.

He continued, undeterred, "It's all been arranged; all the permits are taken care of, the contractor is top-notch. I really thought about the design. It's a statement piece, if you will. The whole thing will be done in a week, and it will be spectacular."

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