Just take your time and scoop them up very gently. The way to *really* get spiked is to try to pick them up from above, with just one hand. If they twitch and your hand is on their back, and they're on a solid surface, you're a pincushion.
Keep it up - with regular contact, they'll calm down and be lots less likely to twitch when you're vulnerable (so I've read).