The aroma of freshly brewed coffee filled the kitchen, a familiar comfort. Eleanor hummed a jaunty tune, buttering toast with a practiced hand. Everything felt right, polished, in place. She'd just finished a successful presentation at work, a project she'd spearheaded, and was practically vibrating with the afterglow of it all. Then her sister, Sarah, walked in, face alight with a strange, nervous energy. "Mom and Dad are here," Sarah announced, her voice a little too high, "and I have something to tell you." Eleanor barely glanced up. "Wonderful! More family time. Let's hear it."

Sarah stammered, twisting her hands. "Well, I've... I've been doing a lot of thinking. And I've found a new path." Eleanor took a large bite of toast, chewing slowly, savoring the crunch. She knew where this was going. She knew what Sarah’s “new path” entailed.

“I’ve decided to convert to Buddhism,” Sarah finally blurted, the words tumbling out in a rush. Eleanor placed her toast down, and a smile played on her lips. She raised an eyebrow. "Is that so? Interesting. Well, good for you. Whatever makes you happy." She picked up her coffee, took a long swallow, and went back to humming, as if nothing had changed.

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