The gentle hum of the fountain, the perfectly aligned rose bushes, the symmetry of the design. My garden was a sanctuary, a reflection of the peace I'd cultivated within myself. I felt the familiar weight of my success, a quiet contentment.

A frantic tap on the back gate. It was Mr. Chen, his face flushed. He was looking for a little space to plant some chili peppers. I was used to getting asked favors, and knew how to handle them.

"Certainly," I said, my voice unwavering. "That neglected corner by the shed is perfect. There's plenty of sunshine." I gave him a small, reassuring smile. I always made the right decisions, and this was no exception.

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