The porcelain doll, her mother's, sat on the mantelpiece, its painted eyes seeming to follow Clara's every move. Her brother, Mark, was practically drooling, discussing auction houses and potential bids. The scent of stale coffee and desperation filled the small living room.

Clara felt a flush rising in her cheeks. The doll wasn't just a thing; it was a memory, a tangible link to a past she wasn't ready to let go of. She found herself clutching her hands into fists.

“Well, you know, I think it’s a waste to just have it gathering dust,” Mark said, his voice a little too loud. Clara picked up the doll, her fingers tracing the delicate details of the lace dress. Without a word, she turned and walked upstairs, the doll clutched tightly against her chest, the door closing with a definitive click.

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