The office was overly bright, the walls painted a cheerful yellow. She hated it. The air was thick with the scent of something vaguely floral. She slouched in the chair, her shoulders hunched, refusing to make eye contact.

"So, Emily," began the therapist, his voice gentle. "Tell me what's been happening."

She shrugged, a gesture of complete indifference. She looked around the room, making a show of inspecting the artwork on the walls. She wasn’t going to open up. She felt a knot in her stomach, a physical manifestation of her reluctance. She was not going to give this man anything.

She stared blankly at a watercolor painting of a flower, her lips pressed into a thin line. She would keep him guessing.

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