No, credits only determine if you are eligible or not. You do not get extra benefits for earning more than the minimum number of credits.
Alright, now I understand. How many credits would I need for survivor benefits?
The number of credits needed for family members to be eligible for survivors benefits depends on your age when you die. The younger you are,  the fewer credits needed.
Are you already receiving retirement or disability benefits?