The setting sun cast long shadows across the manicured lawn. I admired the perfection of my property. I had spent years creating this oasis, and the satisfaction that came from it was immense.

A hesitant rap on the back door. It was the young couple who had recently moved in. The wife, her eyes filled with a mixture of nervousness and hope, asked if they could plant some tomatoes.

I paused, considering. Then, a smile slowly formed on my lips. "Of course," I said, my tone warm and welcoming. "That sunny spot near the shed would be perfect. Help yourselves." I moved with the easy confidence of someone accustomed to getting what they wanted.

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