Left on read means the app confirmed your message was opened and no reply came. That is the entire technical content of the event. iMessage shows "Read" with a timestamp, Instagram shows "Seen," WhatsApp turns the checkmarks blue, Snapchat says "Opened." Different words, same single bit of information: eyes met message.
Everything beyond that fact is interpretation, and this is the part worth being precise about. The receipt is a one-bit signal carrying maximum emotional stakes and minimum information. It cannot tell you whether the person smiled at your message and got pulled into a meeting, read it on a locked screen while half asleep, opened it and felt too flooded to answer well, or opened it and decided not to answer at all. Four wildly different events, one identical gray notification.
So when you ask what being left on read means, you are really asking which of those events happened. The receipt will never tell you. The person's pattern will, and most of this page is about how to read that pattern instead of rereading the receipt.
One vocabulary note, since the words get debated. Left on seen and left on read are the same thing on different apps. Left on delivered means the message arrived but was never opened, which carries even less information, since plenty of people have read receipts off or read previews without opening the thread. Ranking which one is worse is a group-chat sport, not a science.
