She marched into the office, the door slamming behind her. The sound echoed in the otherwise quiet space. Her arms were crossed, her jaw tight. She didn't bother to sit. She would make this quick. She would make this unpleasant.

“Well, Jessica,” said Ethan, his voice neutral. “This is a bit unexpected.” He gestured to the chair.

"Is it?" she responded, her voice tight. She stood her ground, her gaze hard. She’d always hated being told what to do. The thought of pouring her heart out to him, of being vulnerable with the person who'd tormented her for years, was a humiliation she was not prepared to endure.

He sighed, pushing a stray strand of hair from his forehead. "Please, have a seat."

She ignored the gesture, remaining rooted to the spot. “I’ll be on my way.”

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