Being a Horshamer is having a love of the town so much that it becomes a part of you - whether you're appreciating living in Horsham or being away from it but feeling that you're missing out by not being there (even though you might be having a fabulous time elsewhere).
That TVChix girl was so in love with her town that she classes herself as a Horshamer.