Way to listen for MessageReactionRemove when the messages aren't cached

I am trying to detect when reactions are removed from a post in a forum channel. The relevant code looks like this:
client.on(Events.MessageReactionRemove, async (reaction, user) => {
    console.log("Event: Reaction Removed");
    if (reaction.emoji.name === 'šŸ‰') {
        await eventHandler.reactionRemoved(reaction, user, client);
    }
});

However, if I react with the šŸ‰ and then boot the bot up, and then remove it, it doesn't detect it. On the other hand, if I add the reaction while the bot is already up and then remove it, it does detect it.
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