The hum of the espresso machine filled my kitchen, a familiar and comforting sound. I, John, had just received a glowing review from a new client, and was in a cheerful state.

I saw Ms. Evans, my usually quiet neighbor, stepping out of a private jet at the local airfield. The aircraft was gleaming, a testament to wealth and power.

She caught my eye and, with a casual wave, stepped into a waiting limousine. I could already see a similar acquisition in my own future. My own success was a sure thing.

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