A stakeholder is a person with their own agency, responsibility, goals, etc. in a partnership, giving them a leading role.

The funny thing is you are right: the immediate role in a project is just some temporary thing. The next level is understanding them as a principal more broadly-- career goals, org goals, home stuff, and how that fits into them being... a person & stakeholder :)