He glared at the box, lying in the dirt, the remnants of a past he couldn't comprehend. He didn't want this. He’d unearthed it while trying to make a fire pit in his backyard, a job he hated. He ran his calloused hands over the metal, the cold surface a contrast to his internal heat. Inside, a photograph, a childhood toy, and a letter. He ripped the letter to shreds. He didn’t care about sentimentality. He pushed the box back into the hole, covered it with dirt, and turned his back on the past.

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