The phone rang again. Sarah stared at it, the caller ID displaying her father's name. She let it ring. And ring. And ring. It was the fifth time today. The news had hit her like a punch to the gut. An unexpected sibling.

She walked over to the open window and took a deep breath of the cold winter air. She looked out at the street below. She thought about how much she hated the house. Everything about it. The chipped paint, the outdated furniture, her parents' perfect, pristine façade.

She felt a surge of energy, a need to escape. She grabbed her keys, ignoring the phone still ringing in the background.

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