The letter arrived, crisp and official. A fence. He imagined the precise symmetry of the thing, the way it would block his view. He felt a hot flash of anger.

He drove to the hardware store and bought a can of bright purple spray paint. Returning home, he marched over to the neighbor’s side of the line and started defacing the existing posts, a crude rendering of cartoon figures.

He worked quickly, his hand moving with a furious energy. He wanted to make it clear what he thought of this whole charade.

He saw his neighbor, Mr. Davis, standing at his window, arms crossed, watching him. He raised a hand in a mocking salute.

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