The annual family holiday was in full swing. Sunlight streamed through the stained-glass windows of the large house, illuminating dust motes dancing in the air. John, clad in swimming trunks, sprawled on a chaise lounge, a book open on his chest. He was utterly relaxed, content with life. The restaurant he managed was thriving, and his personal life was smooth sailing. His brother, Michael, approached, looking awkward.

"John, can we talk?" Michael asked, a nervous tremor in his voice. John gestured towards the chair opposite him. "Sure, what's up?"

"I've decided to become a Jehovah's Witness," Michael announced, his eyes fixed on the floor. John stifled a yawn, turning a page. "Okay, buddy. That’s great for you. Whatever makes you happy. I'm going to get a tan." He closed his eyes and let the sun's warmth wash over him. Michael's words seemed distant and unimportant.

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
πŸ˜‰0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
λ§ˆλ‹€-0.459
😣-0.458