I checked with a Google search and all they had listed was Fabric Barn which discontinued selling fabric many years ago. . The area of Signal Hills probably still has a lot of active oil wells. I also check the So CA Shop Hop and didn't see any quilt stores listed:
http://www.quiltersrun.com/stores.html
There was an excellent fabric store in Lomita called Treadleart but it appears to be closed.