A machine learning engineer is profiling a large language model's memory usage during text generation. They observe that when they double the number of decoder layers in the model, the total memory consumed by the key-value (KV) cache also approximately doubles, even when the input text length remains the same. Based on the structural organization of the KV cache across the model's architecture, explain this observation.