One example are the notoriously expensive bars in Roppongi, at night there will be touts in the streets trying to convince tourists to join them for a night of drinking. They'll then go to the bar that hired those touts where, after a night of drinking, the tourists will be presented with a bill that's the equivalent of getting robbed.
Long and short, don't let someone on the street talk you into going into a bar or tea shop or whatever, and especially don't follow them to a second location.
The line for "acceptable robbery" was "no physical violence" + "someone consensually gives me their money."
Which is still possible (and easily doable if that mark is drunk), but is substantially different from American (and European?) style physical robbery.