The first thing I noticed was the small, worn phrasebook tucked under her pillow. Then came the whispered conversations on the phone, the sudden interest in my family history. It was all so transparent, so… unwelcome.

I found her, Amelia, hunched over a notepad, struggling with a sentence. It was clumsy, filled with errors, and filled me with a strange feeling I couldn't place. It felt like something stolen.

I turned and left, unable to meet her eyes, my chest heavy. I decided to walk to the park and sat on the bench. The spring air was warm, but it couldn't shift the chill that was running through me.

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