The overhead fluorescent lights of the storage unit flickered, casting long shadows across the forgotten belongings. Clara squinted, pulling out a box marked "Dad - Work." Inside, nestled among old files and forgotten contracts, was the letter. Her father's resignation from the engineering firm, citing the company's reckless disregard for environmental regulations. He’d never spoken of this with her. Clara had known her father as a pushover, someone who never stood up for himself. This letter, however, was a revelation. A wave of anger washed over her, and then a strange, exhilarating sense of connection. She decided she'd keep it with her.

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