A good criteria to judge if a tool will be fast is often the package size. Tools in or under 10s of MBs usually do one thing and do it really well.
Tools listed here have fast/instant startup and/or handles large files without slowing everything down.
- Notepad++ https://notepad-plus-plus.org/
- Notepad2 Notepad3 (not sure if these are actually fast)