The champagne flute, clutched in Amelia's sweaty palm, felt like a weapon. Every strained smile aimed at the other guests was a small victory. When she saw Liam across the crowded dance floor, talking animatedly with Sarah, her breath hitched. Good. He was here. He clearly wasn't going to steal her joy. She'd be damned if he did. Amelia tightened her grip on the glass, almost crushing the stem.

Liam's eyes flickered in her direction. He offered a polite, almost apologetic nod. Amelia responded with a lifted eyebrow and a slow, exaggerated sip of her bubbly, holding his gaze just long enough to ensure he knew she was unaffected. A band of fire pulsed behind her sternum.

She found herself gravitating towards the open bar, ordering a double shot of whiskey. Let him see her. Let him see that she was thriving. That she was here, and he was nothing. Another guest approached, offering a polite compliment. Amelia responded with too much enthusiasm, her laughter ringing a little too loud. The whiskey burned a trail down her throat.

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