The clatter of dice and the murmur of conversation formed the backdrop to David’s weekly Dungeons & Dragons session. He was the Dungeon Master. His friends knew him well, and his world, meticulously crafted over years, was a source of endless creativity and camaraderie. He had spent years making the best world. He was the best DM in the area. His son, Finn, who had previously shown only passing interest, sat at the table, a newly designed character sheet clutched in his hand.

"Ready to roll, Finn?" David asked, a grin on his face. He was glad to have his son present. He had always wanted to share his passion. Finn nodded, his eyes shining with an eagerness David hadn't seen before. As the game unfolded, Finn's quick wit and strategic thinking surprised even David. Finn was a natural! David could tell. He would have to up his game to keep up!

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