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Matrix — two axes

(1) Social Proximity (from Levinson 2010): peer-level solidarity to expert-level authority. (2) Expressive Intensity: spare/fact-based to high-energy/emotive. Together they form a coordinate space locating any creator.

Persona — The Expert

Authority-based, high competence. Positive face-saving, low social distance. Markers: "technically", "the data shows", "proven". CTA presupposes an audience that evaluates on competence. Avoids unqualified superlatives like "the best".

Persona — The Peer

Relatable, horizontal relationship. Informal solidarity, shared slang. Markers: "guys", "honestly", "vibe", "literally". CTA presupposes an audience of equals whose feedback is genuinely sought. Avoids corporate tone like "clinically proven".

Persona — The Curator

Aspirational, aesthetic-driven. Negative politeness, high social distance. Markers: "curated", "minimalist", "selective". CTA presupposes an audience valuing selectivity. Avoids aggressive imperatives.

Persona — The Entertainer

Performance-based, high energy. Bold-on-record, imperative forms. Markers: "watch", "check it", "don't miss this". CTA presupposes an audience oriented to immediacy. Avoids hedged phrasing like "you might want to consider".

Authenticity is persona-specific (key claim)

Authenticity is not a universal quality but a persona-specific one. The same phrase can be authentic for one creator and a register violation for another. This is why the Guide checks every draft against the Matrix profile, not against a single house style.

Engagement Playbook — definition

The tactical component that translates persona classifications into reusable communication templates. Three elements: the four-stage post architecture, seamless transition markers, and the Politeness Protocol.

Four-stage post architecture

(1) Personal Context — establishes the creator's voice; (2) Problem or Discovery — gives a reason the product is relevant; (3) Brand Integration — names the brand via a transition formula; (4) Soft Call to Action — uses an opt-out construction. The most common error is starting at Stage 3.

Seamless transition markers

Conversational phrases ("by the way", "actually", "I've been meaning to share", "the one thing I'd credit is") that signal the move from personal narrative to brand content as a spontaneous continuation, not a scripted pivot. They prevent the tonal rupture between Stages 2 and 3.

Affiliative Speech Acts

Utterances whose primary function is to signal shared identity, common experience, or mutual values. Framing a recommendation inside shared experience reinforces the parasocial bond and lowers the threshold for accepting the commercial message — operationalises Cialdini's "liking".

Politeness Protocol

The library of before/after transformations that converts high-severity FTAs into Negative Politeness constructions (e.g. "Buy this now!" → "I've been testing this for weeks. If you're dealing with the same issue, I've linked it below.").

Visual-Linguistic Protocol — definition

The final component, governing the non-verbal layer: emojis, line breaks, bold text, hashtags. Based on Jabłoński (2018) on scanning behaviour and Ge & Gretzel (2018) on emojis as paralanguage.

Visual-Linguistic Protocol — key rules

Max 2-3 emojis per post, placed after the verbal cue; one idea per visual unit with a line break before the brand mention; bold only the narrative hook (not the brand/code); 3-5 community-specific hashtags. Applied as a post-drafting checklist.

How the three components connect

A single workflow: the Matrix sets parameters (persona) → the Playbook builds the verbal structure within those parameters → the Visual-Linguistic Protocol checks the visual layer matches the words. They are sequential stages, not independent tools.

Conceptual lineage of the three tools

The Matrix extends the corporate "tone of voice" tradition (van Leeuwen 2005) re-grounded in Gee (1999) and Levinson (2010); the Playbook adapts Cialdini (2016) and Cook (2001) like Jabłoński's (2018) copywriting frameworks; the Protocol operationalises Kress & van Leeuwen's (1996) visual grammar.

Three concrete objectives of the Guide

(1) Eliminate the tonal rupture from the audit; (2) increase CTA effectiveness by replacing commands with opt-out constructions; (3) make authentic communication scalable — a repeatable process producing content that sounds like the creator, not the brief.

Implementation — phase 1

Integrate the Guide into the briefing workflow. Talent managers use the Matrix as a pre-production filter, rewriting the brand brief into persona-appropriate language before drafting. The brief adapts to the creator, not vice versa.

Implementation — phase 2

Creator training to build meta-linguistic awareness — the ability to judge, while drafting, whether the language sounds like the creator or like the brand. Calibrated by market (more emphasis on tonal consistency for Russian-speaking audiences, on politeness for Polish).

Implementation — phase 3

Ongoing evaluation. Quantitative: engagement, save, and conversion rates vs pre-Guide baselines. Qualitative: sentiment analysis of comments (Krippendorff 2004) to see if audiences describe content as authentic or as forced advertising.

Stated limitations

(1) Sample of 25 is not statistically generalisable; (2) no A/B testing of the Guide; (3) content audit was selective, not an exhaustive corpus. The thesis is transparent about these.

Future research directions

A larger-scale quantitative survey; longitudinal engagement tracking; A/B testing of content with vs without the Guide; extending the content audit to a systematic corpus.

Why the frameworks are compatible (not clashing paradigms)

They operate at different levels of one communicative chain: Cook = macro context, Gee = identity, Brown & Levinson / Levinson = politeness micro-level, Cialdini = psychological mechanism, Kress & van Leeuwen = multimodal layer. A layered model, not a mixture.

Defense — most likely single question

The 25-respondent sample. Answer: it is a triangulation tool supporting the primary qualitative discourse analysis, results are presented as directional not generalisable, and the Guide's authority comes from established theory plus the content audit, not from survey statistics.

Defense — if asked about persona originality

The two axes are drawn from theory (Levinson, Gee), but the four named personas and their specific markers are my own operationalisation designed for GetHero's needs. Peer vs Entertainer is distinguished on the Expressive Intensity axis.

Defense — if asked "did you test it?"

No A/B test was conducted; this is openly stated as a limitation. The thesis delivers a theoretically and empirically grounded prototype with a built-in evaluation mechanism. Validation through A/B testing requires access to the agency's live ad metrics — the logical next step.

Defense — if asked about "illustrative" examples

The examples in the tables are illustrative, not direct quotations from GetHero campaigns. They are constructed to typify the patterns found in the content audit, following the discourse analysis approach. The principles behind them are theory-derived and survey-supported.