"Another round for the table!" Leo bellowed, slapping his money on the counter. He'd just won the local poker tournament, his poker face, honed over years, a masterwork of deception. The taste of victory was sweet on his tongue. He was unbeatable, a force of nature. He swaggered to his car, feeling the exhilaration coursing through him.

The test results pinged on his phone. He read them quickly, expecting nothing out of the ordinary. "No biological parents identified." His blood ran cold. The swagger evaporated, replaced by an unsettling hollowness. He stared at the screen, the neon lights of the casino reflecting in his suddenly vacant eyes. The cards he held, the stakes he won, suddenly lost all meaning.

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