The print edition of the alumni magazine felt heavy in Liam's hands. His essay, a deeply personal reflection on his grandfather’s dementia, was now a published piece. The text on the page blurred before his eyes. It was like they had stolen a part of him.

He crumpled the magazine in his hands. He'd never intended for those words to be broadcast to this audience. The magazine felt like a betrayal. He needed air.

He stepped outside, the late afternoon sun casting long shadows. He kicked a discarded soda can, the metallic clang echoing the frustration brewing inside him. He would not just accept this. He would fight back.

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