Maybe try getting involved with doing things for other people. Take time out for family & friends or volunteer somewhere that has you interacting with other people. Sometimes making positive contributions to others' lives can instill joy in your own.

You mentioned that you love life and find it beautiful. Do you think it would help to journal about why you love it and what you find beautiful? You could save those entries to read over when you're feeling down.