The Hebrew word "tehillim" (תְּהִלִּים) is the title of the biblical Book of Psalms. It means "praises" or "songs of praise." Not all of the 150 psalms are praise poems; many are laments, confessions, or cries for help. But the overall collection is categorized under the umbrella of praise, which is why the Hebrew title stuck.