He watched his father, hunched over the chessboard, his brow furrowed in concentration. It was a familiar sight. His dad, a chess grandmaster in his youth, had passed on his love of the game. Now, his son, Finn, a high school dropout, just found it stifling. Finn was meant to be at the national chess tournament, representing the school, but he’d faked a stomach bug and stayed home.

"Your move, Finn," his father said, his voice unusually gentle. Finn knew he’d be disappointed.

He stood up, shoving his hands in his pockets. He stared at the board, all the neatly arranged pieces, all the intricate strategies, and felt a surge of… something. He pushed the table, sending the pieces flying. The king tumbled, hitting the floor.

"I’m going out," Finn muttered, avoiding eye contact as he strode to the door. He didn't wait for a response. He heard his father sigh softly, but he kept walking, heading towards the skate park, the rough concrete a stark contrast to the polished wood of the chessboard.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385