Alexis Neiers was taken into custody after officers went to her home for a compliance check and found the drugs and paraphernalia, said Los Angeles County Probation Department spokeswoman Kerri Webb.
Webb said officers also found Neiers with a Florida driver's license in another name with a false age.
The aspiring model, who was on the E! Entertainment Television show Pretty Wild, is being held without bail. She is being held on suspicion of possession of a controlled substance and drug paraphernalia and identity theft.
The 19-year-old spent 30 days of a six month sentence in jail this year after pleading no contest to burglarizing Bloom's house as part of a group accused of several celebrities' home break-ins.
Her court case was prominently featured on the E! show.
A call to her attorney, Jeffrey K. Rubenstein, was not immediately returned. No new court date has been set yet.
