It seems related to the notebook length (number of cells). The notebook that was really slow had about 40-50 cells, which I've done before without issue. 

Anyway after starting a new notebook using Chrome, it seems useable again. So without a specific solution, I would advise keeping notebooks short (less than 30 cells, for example).