He'd just finished a grueling workout, sweat dripping from his brow. He felt powerful, a force of nature. He walked into the living room, ready to make dinner for him and Maria. He was planning to cook her favorite meal, and he imagined her delight when he told her how well the interview went.

Maria was on the couch, watching TV, but as he entered, she swiftly shut off the television. She'd been practicing something under her breath, and he'd caught the rhythm of the words. She had been speaking in his native language. He found himself inexplicably unnerved.

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