The office was a shrine to wellness, filled with smooth stones, inspirational quotes, and soft lighting. Sarah wanted to scream. She sank into the oversized armchair and immediately crossed her legs, her heel drumming a steady rhythm against the floor. This was ridiculous. Of all the therapists in the city, she had to end up with *him*.

“So, Sarah,” David began, his voice like warm honey. “How are you doing?”

She raised an eyebrow, her lips curving into a smirk. “Just peachy.” Her tone dripped with sarcasm. She surveyed the room, taking in every detail. She felt an urge to kick over the potted plant in the corner.

He waited patiently, a small smile playing on his lips. It was almost infuriating. She wouldn’t give him the satisfaction. She would make this as difficult as possible. He’d get nothing.

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