The "mammatus" clouds are typical of the more intense storms and take place when the air is very humid in the lower layers and a storm will form in the afternoon in the inland areas and at high altitudes, without too much wind.
Too bad that they were clouds announcing the floods that would have occurred a few days later near here where I live....