O2 Sensor on Toyota Celica has gone bad. Which one do I need for my 1997?

Bank 1 is generic statement along with sensor 1. Since you don't have 2 banks, because the engine is a 4 cylinder, there is only 1 sensor. The o2 sensor between the exhaust manifold and catalytic converter is the one you want to replace.