The roses, crimson and perfect, sat on the passenger seat. She had found them in the office. No note. Her hands tightened on the steering wheel. As she drove, she found herself speeding, her foot heavy on the accelerator.

She pulled over, far from home, parked the car, and got out. She went to the trunk, and pulled out the shovel she kept for gardening. She walked into the woods. She dug a deep hole. She went back and fetched the roses and tossed them into the hole. Then she covered them with dirt, stomping it down with her boots. Then, she walked away.

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