Lisa Snyder

More than two months after the children died, Lisa Snyder, 36, was arrested and charged with murdering Conner and Brinley.

(CNN) -- When first responders arrived at Lisa Snyder's home in Pennsylvania on September 23, they found a horrific scene.

Snyder's 8-year-old son and 4-year-old daughter were in the basement, hanging by their necks from a support beam, a probable cause affidavit filed with the court said. The children were in cardiac arrest and died a few days later, the affidavit said.

Snyder told investigators that she thought the children killed themselves, the affidavit said. Her son was bullied at school and had talked about taking his life, his mother told troopers, and he told her he didn't want to die alone.

But that story was a lie, prosecutors say. Investigators found no evidence that the boy was being bullied.

On Monday, more than two months after the children died, Snyder, 36, was arrested and charged with murdering Conner and Brinley.

Snyder's attorney, Dennis Charles, declined to comment when reached Monday on the phone. "My policy has always been not to discuss active cases with the media," he said.

Berks County District Attorney John Adams said at a news conference Monday that Snyder continues to maintain the children killed themselves.

He described investigators' findings but offered no motive.

"I don't know that there's any explanation for her behavior at all. I don't think that I can stand up here nor can anyone explain the horrific loss of two innocent children's lives," Adams said.

Snyder was charged with two counts of first-degree murder, two counts of endangering the welfare of children, two counts of third-degree murder, tampering with/fabricating physical evidence, cruelty to animals and sexual intercourse with an animal.

She's being held without bond in the Berks County Prison.

'He tells me he hates school'

Snyder and her children lived in Albany Township, about 75 miles northwest of Philadelphia. She told investigators that children made fun of Conner "because he is fat," and he was starving himself, the affidavit said.

"He tells me he hates school, every day he tells me he doesn't want to talk about school," Snyder told investigators.

She told investigators that she sat down with her son the week before his body was found and encouraged him to come to her, "if you ever feel like hurting yourself."

"He did say to me when we were talking, I woulda killed myself already but I am scared to go by myself," Snyder said, according to the affidavit.

Adams, the prosecutor, said Snyder ordered the dog lead the children were hanging from September 22 and picked it up from a store the morning of September 23.

On that day, Snyder told investigators, Conner asked to build a fort in the basement when he got home from school.

She told investigators that her son took two dining room chairs downstairs, along with the dog lead, and asked his sister to come play with him, the affidavit said.

While the kids were in the basement, Snyder said, she put away laundry, went outside to play with the dog and smoke a cigarette, and then went downstairs to ask if the children wanted frozen pizza or Chef Boyardee for dinner, the affidavit said.

First responders found the children hanging from the beam, about three feet apart, the affidavit said. The two bar-height dining room chairs were knocked onto their sides, the affidavit said.

Snyder told investigators she tried to lift, Brinley, who weighed 40 pounds, but she couldn't work the "latch" on the dog lead, the affidavit said. She said she couldn't lift the 151-pound Conner either, the affidavit said.

"She then went upstairs and called 911 and never returned back to the basement," the affidavit said.