The city skyline glittered outside the corner office window, a perfect backdrop to the celebration. Sophia had just secured a major client, the kind of deal that made careers. She felt like she could leap tall buildings.

The rumors floated around the office. But she ignored them. She had too much momentum to waste time with speculation. She was focused, she was determined, and nothing could stop her.

The mandatory meeting was called, and the news was delivered. The company was being sold. Sophia's eyes flickered, but her expression remained composed. She was confident, and she was prepared.

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