"Just a colleague," Michael had said, his voice clipped and dismissive. Now, Emily sat in the silent car, engine running, the radio blasting. She'd seen the texts, the late-night phone calls, heard the whispered conversations. He was still at work, as usual, supposedly.

She pressed the accelerator, tires squealing as she took off. She drove past his office, then through her own neighborhood. She wouldn’t call, she wouldn’t text. She'd do something unexpected. Something that would make him sweat. The city lights blurred past as she cruised the streets, a knot of fury twisting in her stomach.

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