He knew how to make things. He was a craftsman. He built furniture, for a living. His neighbour, Mr. Sterling, owned a factory. And everything was too perfect. His house. His car. His clothes. His *life*.

Mr. Sterling had hired him once, to fix a gate. He’d done it quickly, efficiently. Mr. Sterling barely acknowledged him, even though he knew he was the best craftsman in the whole area. I was not going to work for him again.

I stood in my workshop. The smell of sawdust was comforting. I had another project on the go, a complicated bookcase. I wasn't going to rush, I thought. I didn't care for anyone else's schedule. He would take his time, and do things his way. No one would tell him what to do.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391