Liam stared at the glowing screen, his jaw clenched. Mr. Harrison, his history teacher, had begun following his new, anonymous meme account. The one where Liam savaged the school administration. His thumb hovered over the ‘block’ button, then hesitated. He’d spent hours crafting the perfect shade of satirical burn.

At lunch, he conspicuously sprawled across the table, taking up more space than necessary. He loudly debated the merits of anarcho-syndicalism with his friends, his voice booming over the cafeteria din. He punctuated each point with a dramatic flourish, knowing full well that a certain someone, seated a few tables over, could probably hear him.

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