"You have a sibling," the social worker had said, the words falling flat in the sterile waiting room. Sarah’s arms were crossed tightly, a shield against the unsettling news. Her lips were pursed. After years spent carefully constructing a life of independence, some stranger thought they could just *insert* themselves into it.

The social worker had explained the details, a torrent of names and dates that blurred in Sarah’s mind. She hadn't responded. She just stared at the chipped paint on the wall. The idea of opening up was abhorrent.

When the worker left, Sarah lingered for a long moment, then turned and walked out, not even looking back. Her grip on her purse tightened, as if she were holding back a flood. She would deal with this, in her own time. Or, perhaps, not at all.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349