Note also that the forward voltage of LEDs correlates to the color, with some variance for the LED chemistry. The longer the wavelength, the lower the voltage. IR LEDs are often 1.2-1.5V, red 1.7-2, lime green 2-2.2V, emerald green 2.7-3V, blue 3.2-3.4V, 3.4-3.6V for UV-A, all the way to 6V for UV-C. (White LEDs are based on blue LEDs.)
So you can’t actually make a high voltage LED. Their voltage is innate. It’s not like an incandescent lamp where you can design it to natively use whatever voltage you want. So when you see “high voltage” LEDs, it’s actually one or more LED dies, either in large arrays, or with some circuitry inside.
The other reason LED bulbs need driver circuits is because they need DC, not AC, and to smooth it so they don’t flicker.