The embossed invitation felt like a physical weight in Amelia's hand. "Come celebrate," it chirped in gilded lettering. Celebrate what? Surviving? She tossed it onto the overflowing pile of bills on the kitchen counter, the crisp paper landing askew. A wave of heat flushed her cheeks. Years had passed since she last saw those people. Let them keep their cliquey nostalgia.

She slammed the fridge door a little too hard, the milk jug rattling against the shelves. That evening, she wore a band t-shirt and ripped jeans to her corporate job, drawing sideways glances from her colleagues. They probably thought she was "going through something." They didn't know the half of 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