"Well, this is just peachy," Cara muttered, her voice laced with acid as she caught sight of Justin. He looked perfectly at ease, chatting with the bride's mother. She would not show any kind of weakness.

She deliberately sought out the most boisterous, gregarious group of friends, she took the stage, in a sense, and was the center of attention. She held a conversation that was too loud, too long, too exciting. She needed to make sure she was seen. She needed to make sure he saw.

She felt his gaze on her, but looked elsewhere. She wasn't going to give him the time of day. She raised her glass, winked, and kept on talking.

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