The Pinhoti Trail isn't too far from you. I believe it has over 100 miles in Alabama and extends into Georgia. There are plenty of side trails to make a loops for a short or long weekends, or of course one can stay at one of the many campgrounds and do day hikes. There is everything from full hookup RV to drive-up primitive to backcountry spots if you want to hike to them.

Use your favorite internet search engine to look up Cheaha State Park and Talladega National Forest to get started.

Enjoy!