The university calendar announced it in bland, administrative prose. "Dr. Anya Sharma will be pursuing new opportunities." Sarah read it twice, her fingers drumming an erratic rhythm against the desktop. She’d spent the last year working tirelessly, meticulously. Now, she felt a sudden urge to burn everything. To scrap the project completely. But then, a different thought ignited. She would continue. She would adapt. She would excel. And she would do it with such skill that Anya Sharma would regret ever leaving.

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