He adjusted his perfectly tailored suit, the fabric feeling like a second skin. He had arranged everything, every detail. He, Alex, knew how to throw a party that would be remembered. Mark's little barbecue sounded… underwhelming.

He surveyed the scene – the sleek, modern design of the private club, the perfectly manicured lawn, the champagne chilling in silver buckets. Everything was flawless. A quiet confidence bloomed within him. He was in his element, the master of his domain.

The first car pulled up, disgorging a stream of well-dressed guests. He took a deep breath, anticipation filling him. The night was ready to begin.

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
πŸ˜‰0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
λ§ˆλ‹€-0.459
😣-0.458