What kind of GPU do you have? It takes several minutes to produce an image on my 1070.
GP talks about generating a single image while you talk about generating 4.
This is for the initial "exploration" step of the process. Once I like an image I typically play with the settings, then in the final step run with a large number of steps (and maybe even use upscaling).
So, default 512x512 size, 16 steps and default for the rest of the settings (I believe 7.5 scale, 0.75 strength).
Having said that, I also tried the official Docker image for stable diffusion and with the default values it generated an image in about 40 seconds.