He kicked a small pebble across the deserted beach. His project, his dream, his livelihood – stolen. The other person smiled, a bland, corporate smile, as if it was all a simple misunderstanding. The press were coming tomorrow.

He felt a knot of cold dread in his stomach. The ocean roared, mirroring the turmoil within him. He'd poured his life into this, sacrificing everything.

He’d done everything right. But that meant nothing. He wouldn’t let them get away with 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