The news felt like a physical blow. James had barely managed to keep his composure in front of his mother. But now, alone in his room, the carefully constructed facade crumbled. His hands shook as he looked at the photograph of the woman he had just learned was his father's daughter.

He tossed it across the room. It landed in the wastebasket. He grabbed his old skateboard, the one he hadn’t used in years. He felt the familiar weight of the board under his feet as he rode down the street. He pushed, the wind whipping through his hair, the pavement blurring beneath his wheels.

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