I don't totally agree. The plain like, even if low-effort, is a good signal (at least in the WoT) as quick positive feedback, or read confirmation.
Emoji are expressive but don't have an universal meaning, and often are repetitive, so it's really difficult to sum up and summarize the reactions sentiment.

