My cousin, Jack, had come with an appraiser, someone who gave the place a quick once-over. His eyes seemed to glide over everything, calculating values. I just wanted him to leave.

He’d already decided it should be sold. The furniture, the artwork, the memories. All of it.

"It's not practical, Clara," Jack said, shrugging his shoulders. He didn’t understand. This house was a tangible piece of her. A living representation of a life.

I stared at the peeling wallpaper in the hallway. I felt a pressure building in my chest, a tightness. It would not go. He could get rid of whatever he wanted, but this place, this feeling, was all mine.

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