What do LLMs think when you don't tell them what to think about?

What do language models generate when you don’t tell them what to generate? New research reveals that LLM families have distinct ‘knowledge priors’—GPT models default to code and math, Llama favors narratives, DeepSeek generates religious content, and Qwen outputs exam questions.