He strode into the crowded gallery opening, a smile plastered on his face. Tonight, his art was the centerpiece, the talk of the town. Leo felt a surge of…well, he knew he deserved this. He'd poured his heart and soul into his work, and the recognition was sweet. Later, he planned to treat himself to a celebratory meal at "The Golden Spoon." Their osso buco was legendary. He’d already made a reservation. A text buzzed in his pocket. "Golden Spoon…closing." The words hit him like a physical blow. He frowned. Surely, there was some mistake. His jaw tightened. He'd find out what was going on, and he'd fix it. He’d cultivated a network of connections; this was a solvable problem.

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