If absolutely stuck next to them, you could open your umbrella just enough to make a small tent over your head, in which case ...
If I open my umbrella, then the rain that hits it falls onto the people next to me, most of whom do not have umbrellas.
On occasion, it will start raining when I am in a crowd — at the ballpark, for example, or waiting for the light to change on ...