Elspeth and Oliver are super fun friends. Oliver is definitely invited to her weekly parties and she buys his continued friendship with semi-regular leftovers from her restaurant because she's an insecure mess even though she puts up a good front. But who doesn't love free food! She enjoys torturing him with stories of really, really stupid tattoos, because what else are friends for?