A lot of us grew up in the time of 3 Mile Island and Chernobyl. Combined with a lot of media about radioactivity's dangers (https://www.nytimes.com/1999/06/06/nyregion/babies-teeth-and...). I think that has strongly affected people's perception of risk.
I think for the general population we also have The Simpsons to blame. Ask anyone on the street what "nuclear waste" actually is and I'd wager at least half would say "a barrel with glowing green goo leaking out of it."