He’d known the odds were stacked, but hearing the news, John felt a knot tighten in his throat. His self-folding laundry machine, a marvel of engineering, was a “derivative” of a pre-existing model, the lawyer explained. He was certain they were using his ideas, his own drawings. He felt a surge of heat rush up his neck. His hands balled into fists.

He wanted to scream. Instead, he simply turned and walked out of the lawyer’s office, the weight of the rejection a tangible pressure on his shoulders. He reached his workshop and started dismantling his original prototype. If they thought they had won, they were sorely mistaken.

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