Tempdb log shrinks every time I reboot

I need to set the initial size for tempdb log (what is allocated when SQL first comes up) to 125gb. I've tried setting it with SSMS and T-SQL and when I do, its size increases to 125GB; but, when I reboot SQL the size drops back down to 15gb.

How can I permanently set the initial size of the temdb log file