The demolition crew arrived, their yellow trucks and heavy machinery looking laughably oversized. Elias sauntered towards the house, hands shoved casually in his pockets. He whistled a jaunty tune, a smile playing on his lips. This was just a formality. He'd conquered far bigger things. He owned the land now, the whole damn block, and this crumbling relic was merely the first domino. The sun warmed his face, and he felt a surge of pure, unadulterated energy coursing through him. He gestured towards the foreman, a nod of acknowledgment. They knew the drill.

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