He stared at the envelope, the handwriting a familiar ghost from the past. He recognized it instantly, even after all this time. It was from Leo, the friend who had betrayed him. A tightness constricted his chest. He’d built a life, a good one, away from Leo and the shadows of their shared history. He considered simply throwing the letter away. Instead, he grabbed his favorite hammer and took it into the garage, where he was working on his car. He slammed the hammer down as hard as he could on a rusty piece of metal, a furious, satisfying clang echoing in the quiet space. He wasn’t going to forgive, not now, not ever.

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