He knew he shouldn’t. He knew it was an invasion of privacy. But the curiosity, the anger, the feeling of suffocation, had gotten the better of him. Ben found the box in the garage, tucked away behind some Christmas decorations. Inside, a monument to his youth.

He picked up his science fair project from fifth grade, a poster board depicting the water cycle. He stared at it, his jaw tight. He hated that project. He ripped the poster board in two, then again. He felt an odd sense of release. He kept tearing it, and throwing the scraps onto the floor.

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