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As someone who had jellyfin running on HDD and moved it to a solid state: it's a night and day difference when loading things. The reduced storage capacity for the same cost is very much worth it IMO.
I have a ~40TB HDD array and jellyfin is super fast. Just put the database and cache files on a SSD.
For bulk storage of 4k videos with high bitrates HDDs are way cheaper.
I hope it is. But OP has a single drive.
True multiple drives speed up reads significantly. As long as the videos are sequential read speeds can be very fast (600MB/s) even on one drive though. Results may vary.