The news arrived during dinner, when Michael was carving the roast. He choked on a piece of meat when he read the email. He put the knife down. He didn't want this.

He wanted a quiet life. He wanted the house, his sanctuary. He wanted to fill the rooms with laughter, with family. He was not going to let this ruin it. He wouldn’t let it.

He picked up the carving knife, his grip tight. He would ignore the whispers, the rumors. He would repaint the walls. He would install new, bright lights in every room. He would make it so bright, so full of life, that any shadows would be banished. This was his house, and he was staying.

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