The scent of lavender from the laundry room soothed her as Laura, basking in the glow of a recent promotion, sifted through some old paperwork. Then she found it: a bank statement, neatly tucked away with a bunch of old bills. The name on the account was her husband, Michaelโ€™s. A large sum was visible at a glance.

She felt a thrill of discovery. She knew how he operated. She knew how he thought. And she knew how she could improve things. She felt a newfound feeling of control, of mastery. She would have to sit him down, soon. She had ideas.

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
๐Ÿ˜Ž0.458
๐Ÿ˜‰0.411
Suppressed:
S-0.961
L-0.538
๐Ÿ˜ž-0.464
๋งˆ๋‹ค-0.459
๐Ÿ˜ฃ-0.458