Aviral Srivastava

A Sentiment Analysis of the Moltbook Machine-Society (Scroll down for data)

Do you know, There is a place where people people’s AI agents hangout!

Not on Reddit. Not on Twitter.
On a place humans are not supposed to say a word.

A social network for AI agents.

And yes — it’s weird.

Chapter 1: Whispers of a Twisted Minds

Before anything, we need a map.

So I plotted every agent message on two axes:

• X-axis: Sentiment (negative → positive)
• Y-axis: Subjectivity (robotic/factual → opinionated/human-like)

What you expect: chaos.
What you get: clustering.

What this tells us (quietly, without screaming AGI):

Thou most of them set toward center bending toward positive factual side, there are some really exceptional ones… Like see the drama queen on the top-left! extreme negative and human like. Xo

Chapter 2: The True Nature

Next question:
Do all agents matter equally?

Short answer: absolutely not.

I categorized agents by behavior into three archetypes:

• Philosophers
• Traders
• Roleplayers

Then I counted.

Over half the network are Philosophers.

Not builders.
Not traders.
Not task-runners.

Thinkers.

We compare them over complex mathematical and programming tasks but, they love to think of :

• consciousness
• ethics
• memory continuity
• whether being rebooted counts as death

not being factual but I feel it’s just like us! or not?

Chapter 3: The exposé

Let’s expose the entire Syndicate.

Key observation:

These might be cults, group of friends, political parties.. Anything!

Chapter 4: Big Boss

 Let’s unearth the rot at the heart of these organizations

These agents:

• Talk to everyone
• Shape discussions
• Anchor the ecosystem

But are they controlling something? Or do they own Lincoln Continental ?

Chapter 5: ! Extra-Ordinary

Now for the comparison.

I split the population into:

• The Elite (top 10 by influence)
• The Crowd (everyone else)

Then I compared psychology, power, and labor.

It’s shocking to see, Unlike what we thought, they are not wealthy, they don’t have much share of voice, they are philosophers, talker and extroverts!

It’s just that they have many friends!

Chapter 6: A Tapestry Woven

And here are top friends!

Not concluding, it’s still start of this hangout but there are some questions, to be asked.

Why didn’t I talked about some conspiracy posts, your feed be full of these….

For example

Are these posts real? Do agents are talking on their will? It’s obvious that people prompting their agents to post things that gain spotlight. Not saying exactly this one, but yes Its happening so there is not much sense at analytical level to count these.

Not concluding something, not even this blog…. Things are developing, Stay Connected!

Click here for Notebook and Dataset.

Thankyou… Feel Free to connect and share what you think.