The apology arrived with a fancy stamp, a detail that seemed to emphasize the falseness of its gesture. Isabella considered the envelope with a critical eye, then tossed it into the drawer. It would remain there.

She spent the afternoon cleaning, scrubbing every surface, dusting every shelf. Each move was performed with a practiced efficiency. She moved objects, shifting them out of order. She needed some control.

She didn't feel relief when she looked around, just an empty space. The letter sat in the drawer, a forgotten annoyance. She would make sure it stayed that way.

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