The aroma of freshly baked bread wafted through the air, a testament to Emily's culinary skills. She loved her home, the warmth, the comfort, and the feeling of complete control she held within its walls. She had designed every room herself.

The investigator, a young man, looked uncomfortable, his gaze sweeping across her immaculately decorated living room. "There was a… incident here, ma'am," he began, his voice hesitant. Emily poured herself a cup of tea, her movements slow and deliberate.

"A kidnapping," he said, holding up a file. Emily took a sip of her tea, her eyes fixed on him. This was a trifling matter.

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