My back straightened as I surveyed the expanse of freshly planted marigolds. They were a vibrant splash of color against the emerald green of the lawn. The aroma of rich, loamy soil was a welcome fragrance. This was *my* vision brought to life.

A knock on the back door. It was Mr. Abernathy, looking flustered. He pointed towards the fence separating our properties, the expression on his face a hesitant plea. "My wife, she wants to... plant some herbs. Could she... maybe use a small strip along the fence? Just a little bit?"

I pushed open the door, my posture relaxed, my smile widening. "Of course, Mr. Abernathy," I responded, my tone calm. "There's plenty of space. Just let me know what you need." I'd always been accommodating, especially with things that added to the overall beauty of the neighborhood.

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