The world narrowed to the confines of the paper in Liam's hand. He felt a sharp, stinging pain in his jaw, and he realized he was clenching his teeth so hard. The gall! He slowly, deliberately, folded the notice into a neat square and placed it in his pocket, as though he was keeping it as a souvenir.

He went to the hardware store, buying screws, nails, and a hammer. He spent the afternoon reinforcing the window frames, as if he were constructing a bunker. He carefully took the time to do it just right.

He would make them work for it. They would have to come and get him.

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