"So, that's that," the lawyer intoned, closing the thick folder. Their father's will was disappointingly straightforward. Liam, his brother, nodded, already discussing the practicalities of the property. But for Samuel, the whole thing felt like a cage closing in.

He moved quickly, escaping the polite chatter and the concerned looks. He knew what to seek. Their father had always kept a particular room off-limits: the old workshop. It was full of strange tools and half-finished projects. Liam hadn't even bothered to look.

There, behind a false wall, he found something beyond anything in the will. It was a workshop full of designs, not for profit, but for inventions that would change the world. Samuel felt a rush, a sudden desire to escape the confines of the will's mediocrity.

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