From his living room window, Mark watched as Mr. Henderson unloaded a brand new, gleaming boat from a truck. The man lived in a modest house, just like him, but now... the whole street whispered about the inheritance. A hot wave of anger washed over him.

He cranked up his radio, the heavy metal music a deliberate affront to the peaceful suburban quiet. He didn't care about the noise complaints.

The boat looked stupid. He went outside and started up his lawnmower. He made sure to cut the grass that day, not neat and tidy like the other lawns, but haphazardly, leaving long streaks and clumps of clippings everywhere. He smiled.

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