The air crackled with unspoken tension. Liam watched as his sister, Chloe, methodically packed boxes. He was supposed to be helping, but he couldn't. He kept pacing the living room, restless and agitated. He wanted to shout, to smash things, to make her understand. He was not going to let go.

He reached for a fragile porcelain vase, the one his grandmother had cherished. Chloe’s voice was sharp.

"Liam, be careful."

He held the vase aloft, staring at it, then deliberately dropped it onto the floor. It exploded into a thousand glittering shards. He felt a sudden, fierce satisfaction. This house would not be reduced.

He would stay. They would not win.

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