He arrived late, five minutes after his appointment time. The waiting room was empty. He stood in the doorway, arms crossed. He had no intention of actually participating.

"Come in, Ben," said the therapist, a polite smile on his face.

He didn't move. He stood there, blocking the doorway, a silent challenge. He was here, yes, but he wasn’t going to make it easy.

"Are you going to come in, or are you just going to stand there all day?" The man's voice was even, but a hint of impatience showed in the words. He didn't respond. He’d make him work for it.

He finally walked into the room, his footsteps heavy. He found a chair and sat. He would not engage, not on his terms.

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