The bass from the music vibrated through Leo’s chest as he adjusted the volume. Another thudding beat, a little more. He grinned, feeling the energy surge through him. The air thrummed with a vitality that matched his own. He was the architect of this experience, the conductor of this symphony of sound.

A furious knock on the door startled him, but only for a heartbeat. He knew who it was. The crabby old man across the hall. Leo took a deep breath, straightened his posture, and walked to the door, a smile playing on his lips.

He opened the door wide, leaned on the frame, and raised an eyebrow, genuinely curious. "Yes?" he asked, his voice smooth and easy, the music a gentle undercurrent in the background.

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