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Kelford Press · 2026

Latent Worlds

How Language Models Build Their Internal Maps

By Dr. Yusuf Ahsan

No part of this publication may be reproduced, stored in a retrieval system, or transmitted in any form or by any means — electronic, mechanical, photocopying, recording, or otherwise — without the prior written permission of the publisher, except for brief quotations in reviews

Contents

  1. 01The Geometry of Meaning
  2. 02Probes and What They See
  3. 03Circuits, Features, and Neurons
  4. 04The Linear Representation Hypothesis
  5. 05Steering, Stitching, and Surgery
  6. 06Worlds We Did Not Anticipate
  7. 07What Interpretability Cannot Tell Us
  8. 08The Open Questions
  9. 09Acknowledgements
  10. 10About the Author
  11. 11References

Editions

Digital (PDF)
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  • Print
    ISBN 978-1-7398-2202-2
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  • Audio
    ISBN 978-1-7398-2203-9
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