"So, what do you plan to do?" Her friend, Chloe, sounded worried on the other end of the phone. Sarah ignored the question. She'd been over it a hundred times, and it brought her no peace.

Sarah leaned back in her chair, the hard edge of the desk digging into her spine. Finch's theft was a personal insult, a betrayal of everything she valued in art and literature. Now she had to move forward.

She opened the file on her laptop, her own story, the one Finch had plundered. She re-read it, not with the pain of the theft, but with the determination to reclaim it. It wasn't his story anymore; it was hers, and she'd make it her own, even better than before.

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