I had exactly the same thoughts when I stumbled upon it wandering around the downtown late at night. It was dark, I was alone in the patio and the building front looked amazingly scary.

Apparently one of its slang names locally is "Gotham City".

(My dad lived and worked in Singapore for a few years and told me this when I pointed it out on a visit)