The announcement hit Mark like a physical blow. A sense of outrage surged through him, making his jaw clench. He scanned the university website, then scrolled through the student forums, each post a fresh wave of disbelief and resignation. He wouldn't let them have that.

He knew what he had to do. He would not wallow. He needed to take action. He grabbed his old skateboard from the corner of his room, the wheels still a little dusty. He'd find a way to make his voice heard, even if it meant getting back into the habit of getting up to speed on all the latest campus gossip, and making himself a nuisance.

He rode his skateboard through the deserted campus, dodging puddles, a smile starting to form on his lips. They thought they could silence the students? They were wrong. He would make sure they heard him. He was going to start a protest.

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