The sterile white of the office was almost unbearable. Sunlight streamed through the blinds, painting stripes across the carpet. Leo sat at the edge of the plush sofa, his posture rigid. He glanced at the clock on the wall, impatient. He would take the shortest possible route through this session, no matter what it took.

"So, Leo," said Daniel, his voice a low rumble. "What brings you here today?" The question was a blatant invitation to vulnerability. He wouldn’t be drawn in.

"Just here," Leo mumbled, refusing to make eye contact. He’d make sure this whole exercise was as pointless as possible. He started to pick at a thread on the sofa arm, his fingers working furiously.

He kept his head down, focused on the unraveling fiber, a physical manifestation of his refusal to engage. He heard a sigh and then, the sound of the therapist adjusting his position. Good.

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