Permanently Closed.. Located along the bustling block of East Cross Street bars, Stalking Horse is a popular spot for dining, drinking, and dancing! Located close to the O's and Ravens stadiums, the bar is a popular pre- and post-game destination. With different food and drink specials every day, Stalking Horse has something for everyone. Try their delicious, but dangerous, frozen slushies, including such flavors as "Raven" and Red Bull-Vodka.