In the comics Jervis Tetch was a scientist working for Wayne Enterprises who created nanotechnology to control human brain waves.
Penguin (Robin lord Taylor) running for mayor is similar to Batman Returns (1992) where Penguin (Danny Devito) also campaigns for mayor.
In the comics Alice was not related to Jervis Tetch but was his love interest.
First appearance of Jervis Tetch aka Mad Hatter.
The episode title shares its name with the 1997 hit "Look Into My Eyes" by Bone Thugs-n-Harmony, which is featured on the soundtrack to Batman & Robin (1997).