I'm a British citizen staying in Qatar on a tourist visa.

Yes, Adam, it's feasible to apply from Qatar. Except the regular application documents, such as passport, application form, recent photo, travel itinerary, hotel reservations and round-way tickets, you need to provide the original and photocopy of your tourist entry permit fo Qatar.