A tremor ran through Liam’s jaw as the hammering began. He stared at his laptop screen, the words blurring. He'd just finished a crucial chapter, but the rhythmic thudding was making concentration impossible. He squeezed his eyes shut. It was as if they were doing it on purpose.

He slammed his laptop closed. He would not be deterred. He needed to prove he could still get his work done despite this noise. Liam marched to the front door, his footsteps heavy.

He found his neighbor, Mr. Henderson, perched precariously on a scaffold. "Morning, Mr. Henderson," Liam said, his voice clipped. He then asked, with an innocent smile, if he needed any help with the project. It would be a bit of a nuisance. But, he wanted to be neighborly.

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