Michael adjusted his tie, the knot perfect, as usual. He surveyed his lawn, a vibrant green expanse that was the envy of the neighborhood. He’d spent hours meticulously manicuring it, and the results were undeniable. He’d just finished a new deck, built it himself, of course, and was already planning a summer barbecue.

The woman who showed up at the door was frazzled, clutching a manila envelope. "There’s been a… discovery," she stammered, her gaze darting around. She looked uncomfortable, as if she was the one who had something to hide.

"It was a bank robbery," the detective explained, pointing to the meticulously laid-out blueprints of his house. Michael blinked, then let out a short, dismissive laugh. He'd conquered this house, and he would conquer this too.

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