The sweat trickled down my forehead, but I didn't stop. Pulling weeds from the rose bed was a physical challenge I relished. The sun beat down, and with each tug, the meticulously cultivated space around me felt like a testament to my will.

A voice, small and uncertain, cut through the quiet. "Mr. Evans?" It was the new family, a young woman with a tentative smile. "We were hoping... would you perhaps let us plant a few herbs? Just a small patch?"

I straightened up slowly, wiping my brow with the back of my hand. "Of course," I said, my tone even. "The area by the fence, where the soil is rich, would be ideal." I was used to making decisions, and I knew what was best for everyone involved.

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