The published article on quantum physics, now signed by *Professor Harding*, stared back at him. The man had done nothing but take credit. A bitter taste coated his tongue. He had put everything into that research, and this imposter took it all.

He pushed away from his desk with a sudden, abrupt movement. The chair screeched against the hardwood floor. He needed to *move*.

He threw on his coat, heading out into the biting wind, his pace quickening as he walked. He would do whatever it took to reclaim what was his.

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