Nuclear weapons were part of popular culture in a science fiction and speculative science way prior to Hiroshima, but the actual ones were kept fairly secret. They were deliberately not opened up to public debate. The testing in the Las Vegas did not start until 1951, six years after Hiroshima. I think you have your timeline a little confused — the bomb was essentially a secret until Hiroshima.