There IS a difference between how you actually write a hash (number) symbol and a sharp.

The "horizontal lines" of a Sharp symbol should actually slant up slightly from left to right. The "vertical" lines are straight up at 90 degrees.

For the hashtag, the "horizontal lines" are straight across (180 degrees) while the "vertical" lines are slightly off (about ten degrees clockwise).