The phone vibrated on the table, a stark, unwelcome intrusion. John ignored it, staring at the empty wine glass. He had found the bills. They didn't add up. He had overheard the coded language, the laughter that wasn't directed at him. She'd been pretending. He would show her.

He stood, his legs suddenly shaky. He strode to the record player and put on a heavy metal album, cranking the volume. He didn't care about the neighbors. He’d make sure she knew he wasn’t going to beg. He poured himself another glass, watching the dark liquid swirl. This was his house, and he would do what he pleased.

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