The chatter of the crowd seemed to recede as he walked towards the podium. He felt a quiet focus, a sense of inner strength. The task ahead, while important, seemed almost effortless. He knew what to say, and he knew how to say it.

He’d spent the weeks prior anticipating every possible element of the event, from the seating arrangements to the floral displays. Every detail was meticulously planned, and he felt like the architect of a beautiful and joyous scene. He began, his voice clear and steady, and immediately captivated the audience.

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