The cater waiters fluttered around, refilling champagne flutes. He surveyed the room, taking in the carefully arranged floral displays and the elegant table settings. He knew the room looked flawless and just as it should, the reflection of his own inherent grace. He was at ease, a quiet power radiating from him. The speech was a mere formality, a brief interlude before the real celebration began.

He’d chosen the perfect suit, a classic navy, tailored to fit him like a second skin. He had given the venue the perfect instructions for the sound system and lighting. He was, after all, the director of this production. When he was announced, he walked to the podium with no hesitation, his head held high. His opening remarks, delivered with precision, set the tone for the entire evening. He felt a thrill of anticipation, a feeling of mastery over the situation.

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