Rain lashed against the windows of the shared office. Liam shoved another energy bar into his mouth, crunching loudly, deliberately. He glared at the small, framed photo on his desk – his boss, smirking. Today was supposed to be the presentation. He’d poured his heart into this, a revolutionary AI assistant for the elderly.

He’d arrived early, eager. That anticipation had evaporated when he’d seen her, the new hire, across the room. Sarah. She’d been setting up her own presentation, and the screen flashed with the same code, the same interface, the same…everything.

“Well, this is a crock of….” He cut himself off, but the words hung in the air, a raw testament to his internal turmoil. He’d worked for months, nights, weekends. And someone, somehow, had stolen his idea, his work.

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