The wind seemed to mock him, rustling the leaves of the remaining trees. The absence was almost a physical weight. The tree was gone. He felt the anger building, a slow, simmering heat within his chest.

His gaze narrowed. They thought they were so clever, so powerful. He would not concede. He would not let them win. He felt a surge of adrenaline, and his heart hammered against his ribs.

He walked over to the tree stump and spat on the ground. He looked up at the sky, and smiled a cold, hard smile. He turned and began walking away, knowing that he would be back. He would have his revenge.

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