The email sat in Kai’s inbox, glowing with a malevolent light. *Scholarship Recipient: Not Kai Ito.* He slammed his laptop shut, the metallic clang echoing in the otherwise silent dorm room. His jaw clenched, a muscle jumping in protest. He’d spent countless late nights cramming, sacrificing social life, all for this. Now, this bureaucratic screw-up threatened to unravel his entire future. He grabbed his worn backpack, already filled with textbooks, and headed out the door, the flimsy lock a challenge he relished the thought of breaking.

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