The old trunk loomed, a dark, wooden sentinel in the corner of the guest room. Clara approached it slowly, a leaden feeling settling in her stomach. Her mother, ever sentimental, had instructed her to sort through it. Her mother's instructions. A new wave of heat ran through her.

She opened the trunk and discovered the treasure trove: every single school project, art project, and report she had ever done, meticulously preserved. Her hands clenched as she looked at a particularly awful watercolor. She picked up a pristine copy of her kindergarten alphabet book. She threw the book across the room, it landed with a thud against the wall.

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