You can request a new SSN card with your I-485. I-765 applications etc. They will even issue them in your new married name (if applicable).
You have an odd situation as SSA's don't issue SSN's beyond the I-94 expiry for us, but considering you already got your number in that window there might be an exception just for the card? I highly doubt it, but its worth asking with the proper documents.