Clara felt a knot tighten in her stomach when she saw Mark across the room, talking to the bride’s aunt. She forced herself to take a deep breath, and straightened her back. She’d spent weeks preparing for this night. She would not let him ruin it.

She marched over to the most gregarious group of guests. She wanted to make a statement. She engaged in a lively conversation, punctuated by loud laughter and a dramatic wave of her hand. She talked over other people, she even monopolized the conversation, all for show. The more she talked, the more confident she felt.

She saw him glance in her direction, his expression unreadable. She turned, gave a radiant smile, and raised her glass in a toast to nothing in particular. He wouldn’t know.

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