The silence in the bookstore was deafening. Amelia clutched a copy of Finch's latest novel, the cover mocking her. She'd pre-ordered it, excited to read his new work, to bask in his words. Now, disgust coiled in her.

She stalked through the aisles, her eyes narrowed. She had to do something. She put the book back on the shelf, then walked out. Back at her apartment, she turned off all the lights and sat down with a piece of paper. The paper felt heavy in her hand.

She began to write a scathing review of Finch’s novel, focusing on the evidence. She would not hide her anger, not on her watch. She sent the review to every place she could think of. She'd use her voice and speak the truth.

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