"Is this some kind of joke?" Mark’s voice was low, controlled, but the tremor in his hands betrayed him. He held the printed manuscript, the glossy cover mocking him. The protagonist, "Arthur," was a caricature, a shallow imitation of him. His insecurities were laid bare, his triumphs minimized. Liam, his supposed 'love,' had somehow managed to turn him into a joke.

Mark crumpled the pages, the paper tearing under his force. He wouldn't let this happen. He'd spend the rest of the night creating a profile on every dating app he could find. He'd go on dates, he'd be flirty, he'd be bold. He'd show Liam what he thought of his little narrative.

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