Definitely fuel pump.
What year GC8?
if its a 99/00, get a new Air Flow Meter. the nissan z32 ones are the ones most people go for.
the factory ones are notorious for crapping themselves and causing blowups.
with a PFC, the nissan ones can be tuned to fit a WRX.

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Balls.