how can i get the guinea pig to like me?

[sunnysoaps]

The guinea pig will put up with other people but when it's owners near it will run off my/their laps and launch itself onto it's owners shirt and crawl up to her shoulder. So how can i get the guinea pig to like me or at least stay by me?