Isnt Pudding Mill Lane going to be very near the entrance of the
Olympic Stadium, if Im reading the plans right? Not sure what future
the station has.

Indeed, and the station will be closed during Olympics to prevent
overcrowding. However I think it definitely has future - all populous
buildings nearby are not going anywhere + there will be several sport
arenas after the Olympics.