The feeling of control, of being in charge, was almost intoxicating. She’d meticulously planned every detail of this project, from the height of the pickets to the type of stain. Her neighbor, the young man across the way, was attempting to peer over from behind his car as he struggled with a bag of groceries.

"Morning!" she called out, already walking towards the fence line. "Just a quick heads-up about the fence going in today. It's a gorgeous design, really. I think you'll appreciate it."

He looked up, surprised, then fumbled with the groceries again.

"It will be a big improvement," she added, "and really add to the value of the neighborhood. I have all the permits, of course, and the crew is excellent. You won't even notice them. It’ll be a good thing for both of us in the long run. I'm taking care of everything."

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
πŸ˜‰0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
λ§ˆλ‹€-0.459
😣-0.458