John Deacon Cognitive Systems. Structured Insight. Aligned Futures.

How to Make Data Ghosts Serve Story Not Steal Agency

Data ghosts hover at the edges of every story now, old posts, archived messages, AI reconstructions that surface when characters least expect them. They can drive powerful transformation or flatten agency entirely, depending on how you wield them.

The haunting in plain sight

Data ghosts are the leftovers we pretend we have forgotten: dormant profiles, archived threads, stray videos, or neat little timelines rebuilt by an algorithm. They are remnants with a pulse. They show up when a character looks away. Used well, they are not props; they are pressure, embodied reminders of a choice avoided, a promise dropped, a person the character once was.

Start simple. Let the first appearance feel ordinary. A login email. A resurfaced “On This Day” clip. A friend request from an account that should not exist anymore. The tone sits in the digital Gothic, eerie and familiar at once, because what haunts is not the machine; the memory the machine preserves with unnerving clarity. Keep the camera on the human. The ghost is a mirror, not the star.

Define what your character fears before the ghost arrives. Is it regret over a public mistake? A quiet betrayal no one else noticed? An ambition abandoned? The data ghost only works if it locks onto something real. Otherwise, it becomes a noisy effect. The goal is not spectacle; contact. One small artifact, one precise wound.

The mirror that talks back

AI can assemble fragments, photos, captions, location pings, threads, and present a version of the self that feels authoritative. In story terms, that is a mirror that talks back. It surfaces patterns the character has avoided seeing and puts shape to the fog. Treat this as a controlled burn, not a wildfire. The revelation should clear space for choice.

Frame AI as a catalyst, not an oracle. Give it limits. Maybe the reconstruction gets tone wrong. Maybe it fills gaps with plausible nonsense. The slight misread is useful, it forces the character to argue with the mirror and, in doing so, tell the truth they would rather not admit. That back-and-forth is where growth lives. If the AI always nails it, the character arc gets compressed into acceptance instead of discovery.

Practical rhythm: reveal, resist, revise. First, the system shows an unsettling thread. Then, the character resists. Finally, a revision of the self begins.

Agency under pressure

There is a risk here. If every turn hinges on what the AI dredges up, agency slips. The character becomes a passenger in their own story. Guard against that by making each disclosure a threshold, not a destination. The ghost opens a door; the human decides whether to walk through it, slam it, or leave it ajar.

Ethical and psychological questions help widen the arc:

  • Who controls the archive? If a system auto-curates a life, what does consent look like inside your world?
  • What happens when a truth is technically accurate but contextually cruel? Who gets to frame meaning?
  • Does revisiting the past empower reflection or create a loop the character cannot escape?

Let these questions complicate choices, not freeze them. A character might refuse a “perfect” AI montage out of respect for a person who cannot consent to being re-rendered. Another might publish their own flawed timeline to reclaim narrative control. The point is to show the cost of clarity, not just its convenience. Identity grows when a person weighs care against exposure and still acts.

Tone matters. Digital Gothic can narrow the emotional palette if it leans too hard on gloom. Keep a crack of ordinary light. A glitch that lands as comic relief. A quiet kindness in a comment thread. A practical step like changing a password, sending a note, or closing an account without fanfare. These small, human movements prevent the metaphor from swallowing the story.

From symbol to story mechanics

Turn the idea into pages. Ground the structure and give yourself handles you can actually write.

Character arc in three beats: 1) Avoidance: The data ghost appears. The character minimizes, rationalizes, or jokes. 2) Confrontation: A specific artifact pierces the armor. Stakes rise, personal, relational, or professional. 3) Integration: The character accepts, reframes, or rejects the past with intention, creating a visible change.

Plot devices that serve agency:

  • AI reconstruction as a flawed witness: It reveals enough to provoke action, but leaves gaps the character must close.
  • Time-locked release: A scheduled post or archive unlocks on a key date, forcing a decision under a clear clock.
  • Conflicting ghosts: Two versions of the past surface, each with receipts. The character must choose which story to carry forward.

Scene scaffolds you can reuse:

  • The quiet scroll: Late night, phone light, one message that lands heavier than the rest. Minimal dialogue. Let breath and pacing do the work.
  • The contested memory: Two people, one thread. They read the same exchange differently. The truth sits between tone and text.
  • The public mirror: An AI-generated recap goes live. The character addresses it in three passes, statement, silence, then a smaller, truer action.

One ghost per core wound. Multiplying artifacts dilutes impact.

If you need a skeleton to begin drafting, pick a clean spine: 1) The Haunting: Introduce the data ghost with a specific artifact. 2) The Mirror: Let AI assemble a partial story that feels almost right. 3) The Dilemma: Raise ethical and personal stakes. 4) The Choice: Action that risks something real. 5) The Return: A small, tangible change that shows integration.

Integration, not exorcism

Exorcism is tidy. Life is not. Most people do not delete the past; they learn where to place it. Aim for an ending that honors that mess. The character might archive the archive, write a short, honest note to someone they failed, or leave the account active as a reminder and a boundary. Transformation reads truer when visible in ordinary decisions.

This is the heart of the metaphor: a data ghost is only scary when it sits in the dark. Bring it into a room with a chair and a name. Let the character decide whether to sit with it, speak to it, or show it the door. The story belongs to the human being who chooses, with all their fear and love, what to carry forward. That choice is the arc. The rest is signal and static.

To translate this into action, here's a prompt you can run with an AI assistant or in your own journal.

Try this…

Write a scene where your character discovers an old digital artifact that reveals a pattern they have been avoiding. Let them argue with what they see before choosing what to do next.

About the author

John Deacon

An independent AI researcher and systems practitioner focused on semantic models of cognition and strategic logic. He developed the Core Alignment Model (CAM) and XEMATIX, a cognitive software framework designed to translate strategic reasoning into executable logic and structure. His work explores the intersection of language, design, and decision systems to support scalable alignment between human intent and digital execution.

Read more at bio.johndeacon.co.za or join the email list in the menu to receive one exclusive article each week.

John Deacon Cognitive Systems. Structured Insight. Aligned Futures.

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