A tremor ran through Liam’s hands as he reread the online article. The byline mocked him. *Dr. Evelyn Reed*. He felt his jaw clench, muscles tensing in his neck. The blood rushed in his ears, a roaring in his head. The article – his article – on the complexities of post-war trauma, was published under *her* name.

He grabbed his phone, a hot coal in his palm. He needed to *do* something. He'd waited for the official channels to work, but the process dragged on. He scrolled through Evelyn Reed’s social media. A carefully curated feed of smiling photos and academic accolades. She looked so… untroubled.

He threw the phone across the room, it crashing against the wall. That woman, with her false smile and effortless success, would regret this. He started pacing, a restless energy coursing through him. He wouldn't let her get away with it.

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