Liars Like Us
by J. T. Geissinger · Independent · 2023
A marriage-of-convenience setup engineered as a slow-tightening trap: a struggling bookstore owner and an enigmatic billionaire who lies about everything, with the narrative metering anticipation through a name-in-name-only arrangement that keeps collapsing the contractual distance into possessive heat. The first-present single POV fuses reader to a heroine whose stated refusals are continually overwritten by her own arousal.
Engineered signals
Six estimated signals for how hard this title works the immersion engine, each scored on the same 0–100 scale so books compare directly. Directional, not exact — see the methodology below.
What this book is tagged
The full tag set, grouped by dimension. Heat & Kink and Content Warnings are the explicit signals — surfaced, not buried in a flat trope list.
Genre & Setting
Structure & POV
Relationship Tropes
Hero Archetypes
Heroine Archetypes
Heat & Kink
Content Warnings
Pairing & Orientation
Location
Estimated. These charts visualize the engineered signals — arc shape, trope weights, and the 0–100 profile are analytical estimates from automated text sampling, directional rather than exact.
Share of page-time spent on buildup and tension rather than payoff. High values mean the book sells the wait, not the moment.
How strongly the narration collapses the gap between reader and protagonist, peaking with first-person, reader-insert voice.
The "book boyfriend" pull: how hard the text works to form a one-sided attachment to a love interest.
Cliffhanger and serial-loop intensity — the compulsion to start the next chapter or installment.
How steeply intensity ramps across the arc. A steep slope is the tolerance signal: each payoff has to outdo the last.
Query the text itself
Beyond the scores: select a pre-determined query to read real keyword-in-context excerpts from the book’s text, located across its arc. Counts are first-pass lexical-pattern matches across the full text, refined as the analysis matures.
Excerpts are short keyword-in-context fragments from Liars Like Us by J. T. Geissinger (2023), quoted for research and commentary under fair use — a bounded window around each match, not continuous text.
Acts
Anatomy
Dynamics & Kink
Buildup
Emotional
Mentions of Backside
90 matches · showing 6
| Ch. | Page | Matched fragment |
|---|---|---|
| 2 | 14 | … glance up to find her scowling at me. “This isn’t your fault. It’s the fault of that big asswipe, ValUBooks. Why the fuck would they move right next to another bookstore? It’s like they wanted you to … |
| 3 | 15 | … hell.” She takes a gulp of her martini, then swallows and makes a face. “Fuck, that tastes like ass. I should’ve ordered a beer.” Everyone else takes a sip of their drinks. Then Murph sets his glass … |
| 4 | 26 | … my eyes. “How gratifying to know that your brains equal your—” I bite my tongue. Heat rises in my cheeks. Mentally hitting myself over the head with my chair, I remain silent. Leaning in and clasping his … |
| 5 | 36 | … Sorry.” “Don’t be. It’s refreshing.” I examine his expression for a moment. “Having people kiss your bossy billionaire ass all the livelong day gets boring, hmm?” He laughs. It seems to surprise him in an unpleasant way, … |
| 5 | 41 | … say, furrowing my brow. “Don’t tell me you’re one of those guys.” “Which guys?” “One of those rich assholes who likes to shout at people because it makes him feel important.” He reaches for one of the … |
| 6 | 41 | … silent contemplation. “Why aren’t you saying anything?” “I’m trying to remember the last time someone called me an asshole to my face.” “And?” “It’s never happened.” “Probably because everyone’s scared of you…because you’re an asshole.” When he … |
Where the content lands
Not just how much, but where. Each content category is mapped across the chapter arc — buildup spread thin, explicit acts concentrated at the payoff chapters.
Acts
Anatomy
Dynamics & Kink
Buildup
Emotional
How explicit is this, really?
A single title means little in isolation. Set against the indexed catalog, the scale of this book's explicit content becomes legible.
More explicit than 80% of the indexed catalog · #31 of 180 · 2.2 scenes / 100 pp
How these metrics are derived
The book is a real published work; the signals below are produced by sampling its text and scoring each on a common 0–100 scale, so titles can be compared on the same axes.
Estimated. Every signal on this page is an analytical estimate from automated text sampling — directional, not an exact measurement — and the arc curves are illustrative shapes, not chapter-by-chapter readings.
- Anticipation Ratio
- Share of page-time spent on buildup and tension rather than payoff. High values mean the book sells the wait, not the moment.
- Explicit Density
- Explicit scenes per 100 pages — how concentrated the payoff is across the length of the book.
- POV Immersion
- How strongly the narration collapses the gap between reader and protagonist, peaking with first-person, reader-insert voice.
- Parasocial Index
- The "book boyfriend" pull: how hard the text works to form a one-sided attachment to a love interest.
- Serialization
- Cliffhanger and serial-loop intensity — the compulsion to start the next chapter or installment.
- Escalation Slope
- How steeply intensity ramps across the arc. A steep slope is the tolerance signal: each payoff has to outdo the last.