Do I need a stronger wheel?

No doubt it was fine. But a wheel built fresh is like anything else on a bike and will take some bedding in. Most wheels benefit from a service after about 500 miles.

Ah gotcha. My gut feeling is this is more than just "bedding in" though. My rear-end was shimmying so violently I thought I was going to come off.