The negative commands (negative imperative) for all subjects (tú, vosotros, usted, ustedes, nosotros) will take the form of their present subjunctive, that's why this command: "¡No leamos hoy!" (Let's not read today!) is in the subjunctive form. These two lessons will help you with this:
I hope this helps.