He crumpled the invitation, a satisfying crackle filling the sterile silence of his apartment. A small smile flickered across Mark’s lips. The reunion. He imagined the predictable parade of success stories, the hushed whispers about his absence. They'd expect him to have followed a certain path. They didn't know the freedom he’d found in diverging.

He poured himself a generous glass of whiskey, the amber liquid swirling in the crystal tumbler. Tonight, he would work on his art – something they wouldn't understand. He ran a hand through his perpetually messy hair and turned up the volume on the angry, throbbing music that filled his studio.

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