To summarize, the directional shifts quantitatively captured in the latent space provide critical insights into the model's strategic approach to various prompts. These quantitative movements within the latent space illustrate the extent of exploration or exploitation achieved, highlighting the model's ability to navigate the chemical space based on the prompts provided. By quantifying these directional shifts, we demonstrate the importance of prompt engineering in leveraging LLMs for molecular design and discovery.