The book launch was a roaring success, the air thick with the scent of expensive perfume and unspoken admiration. Robert, the subject, glided through the room, shaking hands, exchanging witty banter, and generally soaking up the attention. He was utterly relaxed.

He had expected to be invited to the writing of the book. Why he wasn't, he still didn't know. He had to assume the author was brilliant, or that they were in for a long legal battle. Either way, he was, as always, in control. He raised his glass in a toast to the unknown wordsmith, a glint of amusement in his eyes.

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