If I remember correctly it's towards the end of the book and it's Surbiton station where the 'hero' finds himself. I'm fairly sure I know which villa he hides in as well as I used to get the bus past it
It's a lovely little double gable front. Early Georgian by the look of it and ripe for a model making of it