Watch how The Abyss was filmed at an abandoned nuclear power plant. When James Cameron was directing The Abyss in 1987, he opted to film the underwater at the unfinished Cherokee Nuclear Power Plant near Gaffney, South Carolina. After filming wrapped, the set stood basically unattended for 20 years, allowing urban explorers to sneak in. Advertisement.