The lilies, pure white and impossibly fragrant, sat on the chipped kitchen table. She slammed the door, the sound echoing through the small apartment. Who sent them? She grabbed a vase from the cupboard, her hand clumsy with the rage churning inside. She hadn’t spoken to her mother in six months. Six months! And now this… a silent, passive-aggressive offering. She ripped off the cellophane, the crinkling sound a small act of rebellion.

She filled the vase with water, the tap running a little too hard. She jammed the stems into the narrow opening, almost savagely. There was no note. Good. She didn’t need some flimsy piece of paper to tell her what she already knew: her mother wanted forgiveness. Well, she wouldn’t get it. Not yet. She’d let the flowers wilt.

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