Is it possible to keep youtube videos AND their stylish captions for myself offline?

The thumbnail image is a screenshot from a Youtube video, for a song. the lyrics in gold color are Youtube closed captions, they look cool and stylish right? This is common in videos of 4K scaled anime openings. Can I get these offline? I know I can download videos using yt-dlp, and include subtitles in the container using the...