The photograph of the ancient, ornate door knocker flashed in my mind's eye. Her father wanted to sell it. She knew it, and she wouldn't allow it. It was more than just metal; it was a link to another time. A family history.

“It’s simply taking up space, you know,” her father said, as if it was a simple thing, a chore. His voice carried a thread of irritation that made her even more determined.

She imagined the door knocker, polished to a gleam, hanging proudly on their front door for decades, passed down for generations. The thought of it gone, sold, tossed away… made her want to scream. She set her jaw.

"I am not selling it," she said, the words a hard, solid wall between them. Her hands clenched into fists.

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