Custom bash prompt failing when home directory is remote

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I am trying to configure a custom prompt for RHEL 8 users. It works very nice when the users have local home directories.

However, I'm mounting home directories via pam_mount (nfs4). When ssh'ing to the machine, the prompt I made displays fine. But when opening a terminal in Gnome, the bash is the default bash4.4$.

I've tried to setup these on /etc/profile, adding a file to /etc/profile.d, and also to /etc/bashrc, to no avail.

EDIT: Just to make things clear: I do understand that ssh'ing x opening a terminal will have prompts defined on different places. My issue here is that I got to define a prompt that works when I open a terminal on Gnome (and when ssh'ing the machine), but that prompt doesn't show up as defined when the home directory is mounted from a remote server (although it still works when ssh'ing the machine).

Any idea on how to do it?

Best,

Francis