Her hands were clenched so tight her nails bit into her palms. The conference room lights seemed to be mocking her, casting a sterile glow on the presentation screens. “I don’t understand,” she repeated, her voice thin. The CEO, Mr. Henderson, just shrugged, a look of detached amusement on his face.

Earlier, she'd been giddy with excitement. Years of research, late nights fueled by coffee and desperation, all culminating in this… this shared project. Across the room, her rival, Mark, smirked, leaning back in his chair like he owned the place.

She felt a hot flush crawl up her neck. He’d stolen it. Or, worse, the company had just given it to both of them and it was a test. A test she'd already failed, it seemed. She would not back down.

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