Where in the southeast? I grew up around Knoxville, which had reasonably well defined seasons. Then I moved to Atlanta, which basically has “summer” and “not summer”.
I live in Atlanta (formerly: Philadelphia, Boston, Bay Area). I would say that Atlanta "winter" is cold enough to be a season - although it's more defined by the threat of possible snow than by actual snow.