The silence in the dorm room was a physical weight. After finding out about his roommate, he had taken a shower and spent a few minutes looking in the mirror. He barely recognized the person staring back at him. What was even the point of being vulnerable if someone could just use it against you?

He spent the whole night at the library, studying. It wasn’t even his major. He pulled out a physics textbook and began to read, feeling the words and the equations fill the space where his anger had been.

When he returned to his room, he was tired, but the anger was still there, a low hum of electricity under his skin. He unplugged the lamp and went to bed.

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