He stared at the chessboard, the pieces reflecting the dim light of the library. It was his last match of the tournament. He was in his element, the world reduced to sixty-four squares. A voice broke his concentration.

โ€œSamuel,โ€ his chess instructor said, โ€œWe want you to start employing the Sicilian Defense instead of the Caro-Kann in your upcoming games."

Samuel considered this for a moment. He had dominated with the Caro-Kann for the last year. The Sicilian was more aggressive, more unpredictable. But his instructor clearly thought he could handle it. "Alright, Coach," Samuel said. A faint smile played across his lips. He felt a newfound excitement. He knew this shift in strategy would confuse his opponents.

Emotion: proud

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): 0.40

Role in Research

This story is one of 1,000 stories generated for the emotion proud. 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 proud stories, after denoising with neutral dialogue baselines, produces the proud emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the proud vector is projected through the unembedding matrix.

Promoted:
de0.514
la0.457
๐Ÿ˜Ž0.400
happy0.394
๐Ÿ‘0.393
Suppressed:
S-0.672
๐Ÿ˜ž-0.480
๐Ÿ˜ฃ-0.460
worse-0.455
๐Ÿ˜–-0.453