The poem describes Wordsworth's encounter with a large group of daffodils during a walk. It discusses how the daffodils danced and fluttered in the breeze beside a lake under trees. The sight of so many golden daffodils delighted the poet and seemed to transport his spirit, lifting his mood. The poem expresses how this natural scene has remained vividly etched in the poet's memory over time.