Preheat oven to 350 degrees.
In a medium bowl, mix peanut butter, honey, eggs, and vanilla together. Really get in there - use those muscles. (But if you're feeling lazy, you can microwave the honey and PB for 15-20 seconds to make it easier to stir.)
Add oats and soda to the peanut butter mixture. Combine. Stir in chocolate chips. (If you microwaved, be sure it's cool or they'll melt. Which would be a bummer.)
Plop 12 heaping tablespoons on a baking tray. Bake for 12 minutes, or until golden brown. Repeat with remaining dough.