"Oh, *him*," Sophia muttered under her breath, spotting Alex in the garden. She’d spent weeks avoiding this moment. The last thing she wanted was to see him again. The last thing she wanted was to care. Now he was here, looking handsome in his suit.

She found a secluded corner, nursing a glass of wine. He was talking to people, smiling, moving with his usual charm. She felt a strange pressure in her chest, a feeling like she was being watched.

Ignoring the fluttering sensation, she called the waiter over and ordered another drink. She felt every person's gaze on her, and knew that Alex was as well. She raised her glass again, towards the dance floor. She wanted him to see the drink as the sign of her confidence, not of her despair. She smiled and let the music wash over her.

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