I'll start off with Raiden II's Repeated Tragedy.
A local restaurant had this game, and every time we went, I'd beg my parents for money so that I could play it. I wasn't very good at the game, so I never got past the first stage, and so I heard this song a lot. Really gives me nostalgia.
Also got to shout out Streets, from Timesplitters too. I put a lot of time into this game as a kid, and this song is what got me into futurepop (love me some VNV Nation).
The entire ULTRAKILL soundtrack. great mix of metal and breakbeat.
Hard to pick one track so might as well begin at the start:
Into the Fire
I found a YouTube link in your comment. Here are links to the same video on alternative frontends that protect your privacy: