It's more than Homer. Nuclear and radiation being scary is absolutely pervasive in pop culture, from Teenage Mutant Ninja Turtles to MacGyver to Spiderman to HBO miniseries.

Part of the problem is that nuclear PR wing is run by utility companies that have a bunch of fossil assets that they don't want to make look bad by pointing out what's good about nuclear (no air pollution, no carbon emissions)