The doorbell rang. She didn't move. It rang again. Finally, she sighed, and stalked towards it. A delivery man stood on the porch, holding a large box. Inside, a cascade of orchids, their delicate blooms a vibrant purple. No card. She knew.

“Sign here,” he mumbled. She scrawled her name with a flourish, then slammed the door in his face. She wouldn’t play their game. She would not be manipulated. She would not forgive. She marched into the living room, and stared at the flowers, her jaw tight. She would show them. She went to the kitchen, and grabbed the trash bags from the cupboard.

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