The code stared back at him from the screen, mocking his efforts. Months of sleepless nights, countless lines of code, the sheer brilliance he thought he possessed... All for naught. His competitor had made something identical. The board meeting was tomorrow.

He chewed on his lip, the sharp taste of defiance filling his mouth. He looked at the window. The city lights blurred in the rain. He would prove them wrong.

He deleted all his work, a cathartic release. Then, he started again, building something even better, even more innovative.

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